{ "cells": [ { "cell_type": "markdown", "id": "b3f98747", "metadata": {}, "source": [ "### Import Stuffs : /" ] }, { "cell_type": "code", "execution_count": 19, "id": "6401dd69", "metadata": {}, "outputs": [], "source": [ "import io\n", "import math\n", "from ipywidgets import interact, IntSlider, Output\n", "from IPython.display import display, clear_output\n", "from PIL import Image\n", "from typing import List, Optional\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from scipy.spatial import KDTree\n", "from scipy.spatial.distance import cdist\n", "from sklearn import datasets\n", "import torch.nn as nn\n", "import torch.nn.functional as F\n", "from torch.utils.data import DataLoader, Dataset\n", "from tqdm import tqdm\n", "SEED = 1234 # WARNING: DO NOT CHANGE THE SEED\n", "import torch\n", "\n", "import torchvision\n", "from torchvision.transforms import v2\n", "from torch.utils.data import TensorDataset, DataLoader" ] }, { "cell_type": "markdown", "id": "a5d5445b", "metadata": {}, "source": [ "### Define stuffs" ] }, { "cell_type": "code", "execution_count": 20, "id": "21339689", "metadata": {}, "outputs": [], "source": [ "device = 'cuda' if torch.cuda.is_available() else 'cpu'" ] }, { "cell_type": "code", "execution_count": 21, "id": "a31b96ef", "metadata": {}, "outputs": [], "source": [ "def solve_ode_t(xt, tstart=0., n_steps=100, x1prime=None, x1prime_batch=None):\n", " device = xt.device\n", " traj = torch.zeros((n_steps+1,) + xt.shape).to(device)\n", " traj[0] = xt.clone()\n", "\n", "\n", " for idx in tqdm(range(n_steps)):\n", " t = (tstart + (idx/n_steps) * (1-tstart))\n", " if x1prime_batch == None:\n", " x1prime_batch = xt.shape[0]\n", " ut = get_full_velocity_field_simple_mine(t, traj[idx], x1prime[:x1prime_batch, :])\n", " traj[idx+1] = traj[idx] + (1.-tstart)/n_steps * ut\n", "\n", " return traj\n", "\n", "def get_full_velocity_field_simple_mine(t, xt, x1prime, sigmamin=0.0):\n", " \"\"\"\n", " xt: [Nt, d]\n", " x1prime: [N1, d]\n", " t: [scalar]\n", " \"\"\"\n", " \n", " # 1. Squared distances [Nt, N1]\n", " norm = xt[:, None, :] - t * x1prime[None, :, :] \n", " norm = torch.norm(norm, dim=-1) ** 2 \n", "\n", " # 2. Conditional probabilities [Nt, N1]\n", " sigmat = (1 - (1 - sigmamin) * t) \n", " args_softmax = (-norm / (2 * sigmat**2)) \n", " args_softmax = F.softmax(args_softmax, dim=1) # Normalizing over the x1prime axis!\n", " # args_softmax - [Nt, N1] with args_softmax[i].sum() = 1\n", "\n", " # 3. Conditional velocities [Nt, N1, d]\n", " # Notice how x1prime is [None, :, :] and xt is [:, None, :] to match 'norm'\n", " utot = (x1prime[None, :, :] - (1 - sigmamin) * xt[:, None, :]) / sigmat \n", "\n", " # 4. Marginalize over the target distribution (axis 'b')\n", " # Summing out 'b' leaves us with 'ad', which is exactly [Nt, dim]\n", " utot = torch.einsum(\"ab,abd->ad\", args_softmax, utot)\n", " return utot\n" ] }, { "cell_type": "markdown", "id": "7765365a", "metadata": {}, "source": [ "### new idea using toy example from JiT paper, iterate fast" ] }, { "cell_type": "markdown", "id": "cf7012d6", "metadata": {}, "source": [ "#### Dataset" ] }, { "cell_type": "code", "execution_count": 22, "id": "d44e2e63", "metadata": {}, "outputs": [], "source": [ "def seed_everything(seed):\n", " np.random.seed(seed)\n", " torch.manual_seed(seed)\n", "\n", "def normalize(ds, scaling_factor=2.0):\n", " return (ds - ds.mean()) / ds.std() * scaling_factor\n", "\n", "\n", "def chamfer_distance(S1, S2) -> float:\n", " r\"\"\"\n", " Computes the Chamfer distance between two point clouds defined as:\n", " d_CD(S1, S2) = \\sigma_{x \\in S1} min_{y in S2} ||x - y||^2 + \\sigma_{y \\in S2} min_{x in S1} ||x - y||^2\n", " \"\"\"\n", " dist = cdist(S1, S2)\n", " dist1 = dist.min(axis=1) ** 2\n", " dist2 = dist.min(axis=0) ** 2\n", " return dist1.sum() + dist2.sum()\n", "\n", "\n", "def sample_checkerboard(n):\n", " # https://github.com/ghliu/SB-FBSDE/blob/main/data.py\n", " n_points = 3 * n\n", " n_classes = 2\n", " freq = 5\n", " x = np.random.uniform(\n", " -(freq // 2) * np.pi, (freq // 2) * np.pi, size=(n_points, n_classes)\n", " )\n", " mask = np.logical_or(\n", " np.logical_and(np.sin(x[:, 0]) > 0.0, np.sin(x[:, 1]) > 0.0),\n", " np.logical_and(np.sin(x[:, 0]) < 0.0, np.sin(x[:, 1]) < 0.0),\n", " )\n", " y = np.eye(n_classes)[1 * mask]\n", " x0 = x[:, 0] * y[:, 0]\n", " x1 = x[:, 1] * y[:, 0]\n", " sample = np.concatenate([x0[..., None], x1[..., None]], axis=-1)\n", " sqr = np.sum(np.square(sample), axis=-1)\n", " idxs = np.where(sqr == 0)\n", " sample = np.delete(sample, idxs, axis=0)\n", "\n", " return sample\n", "\n", "\n", "def load_twodim(num_samples: int, dataset: str, dimension: int = 2):\n", "\n", " if dataset == \"gaussian_centered\":\n", " sample = np.random.normal(size=(num_samples, dimension))\n", " sample = sample\n", "\n", " if dataset == \"gaussian_shift\":\n", " sample = np.random.normal(size=(num_samples, dimension))\n", " sample = sample + 1.5\n", "\n", " if dataset == \"circle\":\n", " X, y = datasets.make_circles(\n", " n_samples=num_samples, noise=0.0, random_state=None, factor=0.5\n", " )\n", " sample = X * 4\n", "\n", " if dataset == \"scurve\":\n", " X, y = datasets.make_s_curve(\n", " n_samples=num_samples, noise=0.0, random_state=None\n", " )\n", " sample = normalize(X[:, [0, 2]])\n", "\n", " if dataset == \"moon\":\n", " X, y = datasets.make_moons(n_samples=num_samples, noise=0.0, random_state=None)\n", " sample = normalize(X)\n", "\n", " if dataset == \"swiss_roll\":\n", " X, y = datasets.make_swiss_roll(\n", " n_samples=num_samples, noise=0.0, random_state=None, hole=True\n", " )\n", " sample = normalize(X[:, [0, 2]])\n", "\n", " if dataset == \"checkerboard\":\n", " sample = normalize(sample_checkerboard(num_samples))\n", "\n", " return torch.tensor(sample).float()\n", "\n", "\n", "class TwoDimDataClass(Dataset):\n", " def __init__(self, dataset_type: str, N: int, batch_size: int, dimension=2):\n", "\n", " self.X = load_twodim(N, dataset_type, dimension=dimension)\n", " self.name = dataset_type\n", " self.batch_size = batch_size\n", " self.dimension = 2\n", "\n", " def __len__(self):\n", " return self.X.shape[0]\n", "\n", " def __getitem__(self, idx):\n", " return self.X[idx]\n", "\n", " def get_dataloader(self, shuffle=True):\n", " return DataLoader(\n", " self,\n", " batch_size=self.batch_size,\n", " shuffle=shuffle,\n", " pin_memory=True,\n", " )\n", "\n", "\n", "def get_data_iterator(iterable):\n", " iterator = iterable.__iter__()\n", " while True:\n", " try:\n", " yield iterator.__next__()\n", " except StopIteration:\n", " iterator = iterable.__iter__()" ] }, { "cell_type": "code", "execution_count": 147, "id": "b19f6208", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "target_ds = TwoDimDataClass(dataset_type='checkerboard',\n", " N=1000000,\n", " batch_size=2048)\n", "num_vis_particles = 500\n", "sample_f = target_ds[0:num_vis_particles]\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1, 1, 1)\n", "ax.scatter(sample_f[:, 0], sample_f[:, 1], alpha=0.6)\n", "ax.grid(False)\n", "ax.set_aspect('equal', adjustable='box')\n", "strtitle = \"Target and prior distributions\"\n", "ax.set_title(strtitle)\n", "ax.legend(['Target', r'Prior (=$\\mathcal{N}(\\mathbf{0}, \\mathbf{I})$)'])" ] }, { "cell_type": "code", "execution_count": 24, "id": "4971ca22", "metadata": {}, "outputs": [], "source": [ "def get_orthogonal_projection_matrix(D: int, d: int, device='cpu') -> torch.Tensor:\n", " \"\"\"\n", " Generates a fixed, random, column-orthogonal projection matrix P (D x d).\n", " Ensures that P^T P = I_d.\n", " \"\"\"\n", " assert D >= d, \"Observed dimension D must be greater than or equal to intrinsic dimension d.\"\n", " \n", " # Create an empty tensor and fill it with a random orthogonal matrix\n", " P = torch.empty(D, d, device=device)\n", " torch.nn.init.orthogonal_(P)\n", " \n", " return P" ] }, { "cell_type": "code", "execution_count": 148, "id": "26959bdd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Is P column-orthogonal? True\n" ] } ], "source": [ "D = 32\n", "d = 2\n", "P = get_orthogonal_projection_matrix(D, d, device=device) # [D, d]\n", "\n", "# Verify orthogonality: P^T @ P should be the identity matrix (I_d)\n", "identity_check = P.T @ P\n", "print(\"Is P column-orthogonal?\", torch.allclose(identity_check, torch.eye(d, device=device), atol=1e-6))\n", "projected_data = torch.einsum(\"Nd,Dd->ND\", sample_f.to(device), P)" ] }, { "cell_type": "code", "execution_count": 149, "id": "bcb2ca89", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ymQybNm3i1a9+Nfv27SMajXL33Xfzm9/8hk996lML+m7OalYvINBnMdQLF//ud78r9u7dK4LBoNi2bZv42Mc+Jr761a/OCNfeunWruPbaa+uet7e3V1x77bUiFAqJzs5O8a53vUvcfvvtAhAPPPBAzbGPPPKIeOUrXyna29tFIBAQW7duFa95zWvEPffcU3PcRz7yEdHd3S1kWZ43dPzgwYPiyiuvFNFoVHR0dIgbb7yxEppbHQZ8/fXXi0gkMuPz00OghRBiYmJC/Mmf/ImIxWIiHo+LP/mTPxGPPPJIU+Hiv/jFL8Qb3/hGkUgkRDQaFX/8x38sJiYmao6d63utF/J89OhR8epXv1q0traKYDAoLrnkEvH973+/5phyWPV//dd/zTnOhdzv9O/qnnvuEb//+78vNm7cKHRdFxs3bhR/9Ed/JA4dOlRz/u985zti9+7dQlXVmnNeccUV4rzzzqs7ptnCxf/t3/5NvPe97xXr1q0ToVBIXHvttTVpAWU+9alPie7ubhEIBMRll10mfvvb384451xjmx4uLoQXnv+Od7xDbNy4UWiaJnbt2iU+8YlP1KRACOGFi9cLA6/+TQ3DEH/1V38l9u3bJ1paWkQkEhH79u0T//iP/1j3+/CZG0mIaWnOPj7T+MxnPsM73vEO+vv76e7uXu3hrChf//rXecMb3sBvfvMbnvGMZ6z2cHx8zgp8H5NPDdNL/xSLRf7pn/6JXbt2nXVCycfHZ3XwfUw+Nbzyla9ky5YtXHDBBaRSKb75zW/y5JNP8q1vfWu1h+bj43OW4Asmnxquvvpq/vmf/5lvfetbOI7D7t27+fd//3de+9rXrvbQfHx8zhJ8H5OPj4+Pz5rC9zH5+Pj4+KwpfMHk4+Pj47OmWNM+Jtd1GRwcpKWlZclLofj4+Pj4rCxCCDKZDBs3bpwziXxNC6bBwUE2b9682sPw8fHx8VlC+vr62LRp06x/X9OCqVxcsa+vj1gstsqj8fHx8fFZDOl0ms2bN89oNzKdNS2Yyua7WCzmCyYfHx+fM4T5XDN+8IOPj4+Pz5rCF0w+Pj4+PmsKXzD5+Pj4+Kwp1rSPycfHx2cpcBynptGjz/KgKAqqqi46vccXTD4+Pmc02WyW/v5+/OprK0M4HGbDhg3our7gc/iCycfH54zFcRz6+/sJh8N0dnb6ifrLiBAC0zQZGxvj2LFj7Nq1a8GdmH3B5OPjc8ZiWRZCCDo7OwmFQqs9nDOeUCiEpmmcOHEC0zQJBoMLOo8f/ODj43PG4++UVo6F7pKq8XdMaxjXFRyfyJEp2rQEVba1R5Blf4H5+Pic2ZwVgul0fMAfGEhx+8P9HBnNYlguAU1m57oor7poE3u646s9PB8fH59l44wXTKfjA/7AQIrP3XOYyZzJhniIUFyhYDo83p9iYKrA2160a82O3ccHTk9l0GftcEYLpvke8De9cCfRgLqmFo/rCm5/uJ/JnMnOddGKbTwaVNkZiHJkNMsdDw+we0Ns1cfq41OP01EZXEvM5w/74Ac/yIc+9KGVGcw0JEni29/+Ni9/+cuX9TpnrGCa7wG/vz/Je25/nPaIjmGvncVzfCLHkdEsG+KhGRNUkiQ2xEMcHs1wfCJHT2d0lUbp41Of5djtr4Xd10qOYWhoqPLv//iP/+ADH/gATz31VOW9aLS5dW+a5qJyilaDMzYqb64H/FTeYiJn0TeVR1UktnVEaA3pPN7vLaoDA6lVGjVkijaG5RLSlbp/D+kKhuWSKdpLdk3XFfSOZXmsL0nvWBbX9RMRfZpnujIYDaoosuQpg+uiTOZM7nh4oKn5dWAgxUfuPMgHv/s7brnzCT743d/xkTsPrugaXekxrF+/vvJfPB5HkqTK61wuxx//8R/T1dVFNBrlmc98JnfffXfN57dt28ZHPvIRXv/61xOLxXjjG98IwFe+8hU2b95MOBzmFa94BZ/+9KdpbW2t+ex3vvMdLrroIoLBID09Pdx8883Ytl05L8ArXvEKJEmqvF4OztgdU+UBH699wAshODaexXFdAoqMrsinFs8CTWVLqU21BFUCmkzBdIgGZ/48BdMhoMm01PnbQvDNLj5LxVLv9teCr3UtjKGabDbLS17yEm655RYCgQD/8i//wnXXXcdTTz3Fli1bKsd98pOf5AMf+AAf/OAHAbj//vt585vfzMc+9jFe9rKXcffdd/N3f/d3Nef+5S9/yetf/3o+97nP8dznPpejR49WhNoHP/hBfvOb37Bu3Tq+9rWv8eIXvxhFqa88LwVnrGCa7QGfKdqkCza6IuMK0NRTm8aFLp6lfLBva4+wc12Ux/tT7AxEaxa4EIKhVIG9m1rZkgjTO5ZtSBhWC85IwJtMOcNhOFXktof6mMpba2LR+ZzezKYMlgnpCiPpxnb7a8HXuhbGMJ19+/axb9++yuuPfOQjfPvb3+a73/0uN910U+X9F77whbzrXe+qvH7f+97HNddcw7vf/W4AzjnnHH71q1/x/e9/v3LMzTffzHve8x6uv/56AHp6evjIRz7CX//1X/PBD36Qzs5OAFpbW1m/fv2y3ucZK5hme8BbjovjulhC0BEN0hKo/QqaWTzLoU3JssSrLtrEwFShon2GdO+8Q6kCbRGdfZvj3PLDJxoShtWCczJrMlUwAUiEdabyJrYjuHBza0V4+0EWPgulRhkMKGQMG8t20VSZloDa1G5/Lfha18IYppPNZvnQhz7EnXfeydDQELZtUygUOHnyZM1xz3jGM2peP/XUU7ziFa+oee+SSy6pEUyPPfYY999/P7fcckvlPcdxKBaL5PN5wuHwMtxRfc5YwTTbA95yBIbtEtYUtndEYNqEa3TxLESbatTkt6c7zttetKsiUEbSnvDZu6mVfZvj3Ll/qCFhWC04w7rKVMGkaDoIwHaKmLZAluDAYJo93XHaIp6D1A+y8FkIZWXwwd4JLMclU3RwXIEiS7QEFTRF5tKeDra1R+Y911LuvhbKWhjDdN797ndz11138clPfpKdO3cSCoV49atfjWmaNcdFIvN/x9PJZrPcfPPNvPKVr5zxt4WWFlooZ6xggvoPeF2V2JQIA4LWsFZzfLWpbL7F06g21TueRZYkHu1Lct+RcUbTnkCYz+S3pzvO7g2xGkG2JRHmlh8+0ZAwBCqCc0dnhEf6kpi2S2tYR5JgImti2A7rY0Eyhs3x8SyJcKJyztVYdGcrayHqbCnGIcsSF2xu5fuPDVIwHWIhjWBAwbRdhpJFQrrCvs3xhs650r7WtTqG6dx///3ccMMNld1PNpvl+PHj837uaU97Gr/5zW9q3pv++qKLLuKpp55i586ds55H0zQcx2l+4E1yRgsmqP+Azxk2n//pkVlNZa+8qHvexdOINtU7ZvLZuw/TP1Xg2EQO1xW0R3R2drUQVJV5TX6yLNXsVnrHsg2bFoDKsVnDIV2wCeun+qSEdYW85Xi7R10lVbDJFG1iIU9Yr8aiOxtZSh/lYgTLUozDdQWP9iXpbAlgO4J00SZnOCiyxMZECFWWeKwvxXV7N847rkZ9rY3svhbKWhjDdHbt2sUdd9zBddddhyRJ/N3f/R2u6877ube+9a0873nP49Of/jTXXXcdP/3pT/nhD39Yc08f+MAHeOlLX8qWLVt49atfjSzLPPbYYxw4cIC///u/B7zIvHvuuYfLLruMQCBAIpFYlvs8Y8PFqyk/4PdtbqWnM8r5m1p524t2cf6mOMmCyfHxHMmCyd7S+40sxGptqh7DqSLD6SLHxnNM5U0UCVrDGhnD5uBgGtNxmw6hbSSUvGg6PDmc4eETUyTzFkFNLvnVBGrVwyCoKSgS5E0HRQbHFViON8HLi27XupYVXXRnG2VT6+P9KVpD+qLSFhYT0rxU4yhbEXZ0tnDR1gQXb01w4ZZWLtrays7OKO2RAI/1J+kdz857rrIpvi2ic2Q0S7Zo47iCbNHmyGh2TgWyOv2hbzLHQtswLWYMy8WnP/1pEokEz3nOc7juuuu4+uqrueiii+b93GWXXcaXvvQlPv3pT7Nv3z5+9KMf8Y53vKPGRHf11Vfz/e9/n5/85Cc885nP5NJLL+XWW29l69atlWM+9alPcdddd7F582YuvPDCZblHAEms4e5Z6XSaeDxOKpUiFost+fkXo2G6ruAjdx70tKl1tdqU67r87KkxJODira08fDKFrspoiowQgnTRoj2ic+GWBDnDIVkwufll583ry+kdy/LB7/6O1pBe17QwMFXgyFiGjfEQpu1ycipPIqTRnQhzZDRbGQN4QSA5w0ZVJEzbRZElnrmtDVWWKztHPypv+Zhr/gghODKaZe+mVt5/7dPnnJOuK7jr4DBfvf84OdNme1uEUCnQoJHfcanGAfBYX5Jb7nyCbR0RlNKxkzmTY+NZ0gUb23UxbZcrzunkTVfsaGhu1dvJ7VrXwisv6q77+enHr4/K/NHTQzx9Vw+tsYX5Spsdw+nCjTfeyJNPPskvf/nLJT1vsVjk2LFjbN++fYZvqtFn+lltp5luKmv2s7NFz3l5UoLzNsZwXGp2K5Ik1ZjOIgG1YV/OXKaFyazB/v4kAVVmQyxISFdIFy3GMgam4/nW8qZNLKghSZA3bTqiAba2h3i0L4WqSIxnDIK6wt5Nraf9olvrLEXE14GBFLc91MdPDo6QLthEdM+f09MRJRHRG4quXMrIs+k+mcmcyYGBFIbtENZVNOGd/9hEjs/dc7ghxaeeKX42BbJelKyOjeW4TORMAkGbkN78I6+ZMaxlPvnJT3LVVVcRiUT44Q9/yDe+8Q3+8R//cbWHVZezWjAtltmi57Z3RBHA+niIvGmjyBK2K9AUbyIrslQxnTXjy5lNGOYNm0f6kgBcsLmVaMlPdO76GI/bSVJ5i3hYR1MkknkTAYQ1ha5YgMmcxQWbW3nVRd2sj4dO20V3urGQiK/qHX45B20oVcS0XRJhDUmSmMyZ5I0Ue7rjJCL6vIJlKSPPqhWnHXqEY+NZDNupKEOpgk17JMCeDTGOjOUaTkdoRIGcLUo2rKqoisBxBVN5i6CmLKg302KU2LXCr3/9az7+8Y+TyWTo6enhc5/7HH/2Z3+22sOqiy+YFkk9bcoVgpu/d5CC6dASUImFPO0xHtIAqRJCqypS0w7UesLQEQJVkTh3fZy2aKBybCKic/6mVp4cTpMsWHREdCTJ84m1hnUE+LujVaLZiK/p5qT+ZB7bEWzvCCMhoSkykiQRD2mkChbHxnMkwtq8gmUpI8+qFaffDaaZzJmENAXbFeRNm6DqpWhIsrzk6Qhz7fwAVFmmaDmYtktAW76KBWuZ//zP/1ztITSML5iWgOnalOuKUya3dVF6OqLkjRSpgkVIUyhYDi1BjZFUkfZooGkH6nRhOJDM8/X7T7A+PrN1dCKic8m2Np4czvD6Z2/lgi2tCBcOj2UAiXO6vPH5rCzNRHxNN1HZAZfeca+m4fHxPK4QVTvysqnYImPYSEhzCpaljjwrK05f+sVRTk7mQYCqyLRHAmzviJAo5crNJzCb9f/Ot/OTJXAEOGvXpe5ThS+YloF6Jrenb4hxeDTDRM5ElSRaQxr7NicWvFupFobzar2WSzyscdHWBHnT8WvjrQEaqfDxyou6AWaYqCazBhIS8ZBKxrBxhCBnWMRDOpIkocoSBVdgWg6TeWtOwdLoOJpVnN5+5S6GU0VCmkw8rHsVVqqE3lw7sYWErs+2BspiyBXe5RW/xfqysxTxdL5gWiamm9wMy2VzIszFWxNcvrODfZtbl8yX06jWmzVsvvDTI2umIOXZzlwVPsoKS73cNU31Cg87AsK6l5enyBLpokVYVxFCIBAMpotsjIfmFSyNjKNZejqinL8pzuP9KbqnCaW5dmJzlfnqm8zzvF0dhHWVzpYAl+3oQC3Vupy1BJnr7b5M0yQWCqKrZ0WGzKqSz+cBLxl3ofiCaRmZLZoHPJv44wOpJQk2aETrfcWFG7njkYE1VZDSZ/6Ir3omqmq/ZUtQRZa83fNkziBdsMgaDrGQyjO3tvGqixvbCS915NlCdmJzlfnSshL3HxnnF4dGUWVPMHfFgtz0wp284sJNs15vomhzeNIhHJykqzWMYRgLuh+f+RFCkM/nGR0dpbW1dVHVx33BtMxUm9zKOSff3z/EUKqILElLZkqbT+sN68qaK0jp4zFXxFddE5UkVfyWybyFIkskwhodEZ3jEzm2tqv86WXbuWp3V9MlhZbyt292JzZbAMOJiRyPnPRKaiGV/EW2y/HxHH97x+MMJgu85QW7Zr3eqB1FwmV4sH/J7s1ndpai+rgvmFaIAwMpvnzvUe4/MoFhuwQ1mdawxsZ4qGFT2nwO4bm03sf6kmuuIKXP/MxmokpEdM7bGOORvmRNDtol29tXPcpy+jx93zVP5+RUft6dWL3doXAFB4fSWI6LJIPrelbBctuaguXwpZ/3cvmODvZtScxhpRAzCp36LD2api1JnyZfMK0ABwZSfPbuQzzWn0IIQWdUxxFeIdV0weacqtJEs5nSGnUIz6b1rsWClD5zU37A7+2Oc2gkM8MkNpEzlyUHbblq7u3b3DrnZ+vN0eF0kZxhI0nVAQxy6f8QUGXylsM//PwoX3rdxciyNMsakFa8QrbPwlnWp9AXv/hFvvjFL1aq35533nl84AMf4JprrlnOy64pynZzz3QH0aCG5QoyRQvT9nYoD/clWdcS4JGTU3VNadUO4ZagSjCoYgvRVNDCWixI6TM70x/wluNi2A79U3k0RV50cEKj123G1LyQ/mTTm1ju7Izy+MCpOVq0nFN1JEuh53JV/IIiy2DbHB/P+WboM4hlFUybNm3i//yf/8OuXbsQQvCNb3yD3//93+eRRx7hvPPOW85LrxnKdvNEWGckbeC4LlN5C9cV3iKTvKz0ZN4kWbB4tC85Iyfq9of76Z/KYzku/VOFmh43edNuOGjh0u1tHBxMc2AwVbem2koXpPSpz2wP+MFknqCm8KqLN3HBEkZ1znfdRhSg2QIXIgGFdbEAx8ZyfO3+43zsledXIunqCcFEWENVpMruUFNkkDwTniyBpkhU37ErhPcdSPhm6DOIZRVM1113Xc3rW265hS9+8Ys88MADZ41gKtvN26M6igzpgieUNFVGAoTkVYIIqjJ5y+X+IxO8/IJTAuL4RI5HTyaZyBiYrkBXPW1ZAqbyFqokzbrTKlP9AMgWbaYKJpM5k0RYpy2i+9Uf1hBzRabt6mrhyGiWAwPpmjmy3NddaM296gKupu0ylB7hb24XvOHy7QCzCN8CqiyxsTXEVN6kaDvoikzRdSth8mUEYNouYV1hXUvQN0OfQazYL+k4Dv/1X/9FLpfj2c9+dt1jDMOoCedMp9MrNbxlo2w3VySJoKYwkTXRS0IJqJTkNx1BezTASLpQI2RSBYsTkznyho0kSRRMB0mS0FWZloBXRWIwVSRVsOpef7oWvCEeIle0ODSaAeCqp3fxvy7ZUtFifVaX1Wrn3ch1D42k+eXhMVrD+rxh7dMLuIY0mVTB5uBQms/ec5iQJs8pBNsjOm970U5yhsODveN8+q5DmLaLhGe+c4XwquJL0BENcE6X36LlTGLZBdPjjz/Os5/9bIrFItFolG9/+9vs3r277rEf/ehHufnmm5d7SCtKtW+nKxZgMFnEdgUSniPXtF1kWSKkK+xcFyWVt2pMEo/3J0kXPOdvQJaQZE+YGZaD5bhEdAXDdkjXEUz1tOCyFpsp2mQNgy/de5Rj47mG8l3WSqfVM5lGi6oeHErz5HAGEJzT1UJPR3RRv8V81y3aDodHstx692H0ko+r2vdUHbgQCSjTCrhKWI6Lrsr0dEY4MZlnMmdy0ebErELwyJjX+Xnf5lb2bW7FcgVf/HkvBcsB20aWJcK6Qkc0wM51Ud8MfYax7ILpaU97Go8++iipVIrbbruN66+/nl/84hd1hdN73/te3vnOd1Zep9NpNm/evNxDXFaqE/8GkwXCuoztCmzHq2+myBJdLUHO3RDzTBaaUzFJuK7g18enkPA6OkqyVBFomuTtsjKGTSygVjrPVnN8IsfhkQwtQc2rOl1qyVHuWptQZAqWw29OTDKQnNuHsJSdVn1mZ77oyeFUgWPjWT78vd9RtLzGjtGgyjO2tvHG5/Us+LeY67qTOZP9/SnylkMirNHZEpzhe9q9IVZRwNbFAtM6JntFXNsjAWJBjURI4+REfta6dfVSF97ygl1cvqODf/j5EY6P50GCdS1Bzuk6/fsi+cxk2QWTruuVHvIXX3wxv/nNb/jsZz/LP/3TP804NhAIEAgEZry/2ix2p1BO/LvtoT4m8yapvEUkoBAJaGxtC9Od8IqvlpuyVVeHGE4ViQRUDNvFsl1UxQuVFUgI4SKERHs0UKpcXstjfUkOj2RBAscR5E0HF6+9e7lpYdFy2RgLzhmuvhinuE9zzNdz6+GTSUzbIaIrld88a9jce2iM0UyR91+7e0G/xWzXFUJwbCxLrmixsTXE+lgQJGmm7+naWEUBOzaWw7RdQqXuydWVxb3PlsZdtGkN6zPGMlvqwr4tCb70umf4u/azgBX3Frquu2JlQZbC9HRgIMXtD/Xz+ICnMYY1hfO74w2XeilTTvx7dk/7jG6jOaN+ZFymaCNLEh0tOuNZE+EKTEcghECSJIKat/vaWacF+oGBFLc93E/e8lpvaLpM1rBxhdeXpi0iIUsSiiyhawob4mpd38VineI+zTFrKR/D5pG+KUzHc/YnIoHKb9GmyiTzJsfGctz+UP+CfovZrjuWMRhOF4kGVG9eVAnK6T6vsgL21fuPMZQeJVWw0dWZlcXVkmCbypt0J0JNpS6cCX2RfOZnWQXTe9/7Xq655hq2bNlCJpPhX//1X/n5z3/Oj3/84+W8LLA0pqcDAyn+/s6D9I7lcIXwwoAkODmZ54nhdNPaqSxLXL1nA92J8KmyKRlj1pyUsnllYzxE0XQp2g6RQGnHVMp61xSJl+7dULfmmGG5rI8FmMpbBCQvuEFXZWzHy6PSSu0IWgIqjqBuY7pfHh7jkZNJrxHdtPvxSxktD/VK67jCm3xhTSZWqiJ+ColIQCNv2jw+kFrwb1HvuqbjENJV9pYaD05nutltT3ecj79yL39z+34ODqXp6YwQC2oVgSaEYChd5Jlb28ib9pJVNPc5s1hWwTQ6OsrrX/96hoaGiMfj7N27lx//+MdcddVVy3nZJTE9ua7gy/f28uRQBkWGSEBDLXWizRkWTw5l+Mq9vdz62guaXkCNFsysNq+ctzHGsYkc6YKN4wjkUlmWS3vauWp3V2XMxydyPDmcZn9/ig2xIB3RAAcGUuRM78EhhCcg86ZDW+SUeaVg2HUb0z1ycoojozkiusJAslBp213GL2W0PMzsuVXg8/ccZixroNaZb6osgYC85Szqt5h+3WTe5J9/eWzW5nr1zG6qKvOGy7fzuXsOM5I2kCV5huC58Xk9AEta0dznzGFZBdP//b//dzlPX5elMj31jmf57YlJJImSHbzUckCRaA3rTOZMfnNikt7xLDvXtcw7pnpCaD6tttq8MpEzedq6FmwhyBYtpgoWG+MhbnxeD7Is1ewQJ3Im/ZN50gWLns4oe7rjHB3LMDBVxLBdVNnr6Fk2r8zVmC4RDhAJFFHqtO0Gv5TRcjK951Y4oELWqGoKeArbFSBBWFMW/VtMLzz880NjTVcMabSA61JWNPc5czjjniZLlQdyaCRDtmhX2qHXIhENeF1CD41k5hRMizUp1uvrFNBkLtl2qljn9B1iNKAymi4ykTXImw57uuM8Y2sb6+MFnhpKY9hesmIirJMt2nM2pgMYSHpRfbGgSrpoV9p2C/BLGa0Q29ojnN8do28yT960K2HYHt4uXpVlzu+OL+lvsZhGgo1YBhbjM/LTF85czjjB1GgeSD1zR/VEH0kb83ZiFEIwkjZ4rC9Zd2EsVTRbvQW+JRHm5FSeR05O8f8eOMFE1mBXV4v3sBKCtojORNbAsB2Oj2dJbEmwKREmrCmVitQTWbOhxnTbO6LkjBTpoo2ueI724XSRTNH2/QErhCxLvPrizTw5lOHJ4QzJvEkk4C3frGEjBOzqivCqizct+W+xmEaCyxWs4KcvnNmccYJpoVW0p090R7g4wqu80BGVZ5gwUgULR8D39w/yw8eHZyyMpY5mq17gBwZS3PLDJzgymiWVtzg5lScR0krRdnpVvx6HnGkzkTNJFTyNeiJnsm9TnFdfvJn18WBDjenaIjp7uuMcG8+SKljkTIepvMVFWxbeGt6nefZ0x3n/S3fz5XuP8tsTU5VqH9Gg1xTwxkXkMTVy7bVidvPTF858zjjBtJAq2nUnuuGZrNIFm8mcQSyke+2sXUG64CWrxkIqG2OhSjHU6oWxXI35po81qMj0TxXIGDYHBjz/T1tEJ1ESJkfGMoymDU5M5GmPzl8XbzbB3hbRSYQTjKQNpvIG77hyF8/d1envlFaYPd1xPvPaC+kdz3JoJMtSVX5ohLUQqu2nL5wdnHGCqVmb+KwTPaTxzK1t3H/Ua+yXMywkSUIIUWr0p/DMrW1ES0mO0xfGdfs2LHljvnpjFXiFXTVFomCVzHZhr9RLIqLzdDlGa6jIn16+nXPXt8yq5ZbNmKmCRWdLgBPjuVOmwSoyRYuLtrT5QmkVkWWJneta5g26ORNZrVqCPivLGSeYoDmb+FwTvS0a4KItrV7bioiOKDUqmyoJhrZobZWK6oWRLnQseWO+emNtCajEQiqTOZOwrpAq2GSKNrGQVskZ2buplReft35WQVKv989EzqBgOezobPFzTHwWzVIFKpRNzXbAZTJroKkyLQG1kiflpy+cGZyRggkat4nPFyyxPh6iaLnccNlWulvDDCTzfP3+E6yPh+oeX14YsZA2q0nRdV2OjWfZ3hHFFQLXFQ0t0rpjrfiTUuQMGyEkDNshW5QaEiSz2esN2yFr2MvemM7n9GIhAmYpAxWGU0X6k3l6x7NIeJVLYiG1kl/npy+cGZzRv14jNvFGgyXOXR+jpzPa8PHxkFbXpDicKvLkcBrHFQjg5u8dbHiRznbtsj/pyeE0yYLFSNqgNezOK0hmNWMGvMTb3rEcnS0B3nRFD4mw7ofjnuUsRMAsZaDCgYEUtz3Uh+14ylw85FUsKefXnbcxxkTO9NMXzgDOaMHUCM0GSzRzvCxLNSbF3jEvzFqVJc7bGGN9PNTUIp3r2q1hjY5ogIu3JnjdpVuJh7R5BUk90+BUzqS3prlbkWhQ5U8v2+4LpbOYhbZNX6pAhfK5pvIWF25u5cBgmoxhE9YVQpqXwvDgsUnO6YryrO2JZfsefFaGs747XDlYoi2iVzq8Oq4gW/TqeE03hTV7/J7uOH937W4+eN1uejojbGgN8oKnddKdCKPIpSrN66KV6t6uO3vuVCPXfsNl27lwS4KezvmjtCqmQd0zDU6VmrtN5rxmhrGQiozEE4NpPnfPYQ4MpJboW/dZi7iuoHcsy2N9SXrHspW5OF3ARINqQ3O3mUCF+ag+V1s0wJ7uOBFdZTxrMpQyyBoOqYLFUyMZvvSLXj5y50F/vp7GnPU7Jmg+gbDZ42XZq+SdLFhsb48iybX6QDPRRItJdpxOjWkwoNA7nqVoO5VqF+Xmbts7I4ymDT8M9wxmLjPdQlMfFpPsPp3p55IA2/E62CoSSEqpsrGAoWQBw3b8nKbTGF8wlWg2gXBPd5xzu1q4/+g4YxmDzpYAl+3omLVF+VIu0qVKdpzeXbfc3A28sHivuZtOLKihSLIfhrsCVIftpwsWsZDWkFl2Mcxnprtmz/oFzd2FJrvXYzYlSpYlJElClyVcAbGwRsF0sB0xZ48xn7WNL5iqaCaBsJ6G+fNDY7M6gpdykTY71rnOUQ7Q6C01dwtWNXcLaArbOjzfgB+Gu/yU59SjJ5MMpgoYtktAkdnYGuKCLa3LUm6nET/QDw8MY9g2YxmDrlhgxq5p+tytFq7rogFOTObn9cfOF+1XT4nSVYV83qokvgc0GV2RkXSJdNGmO+HnNJ2u+IKpQaoXznCqyG0P9TGVtxp2BC+kIsVKUDYNfu0+r7lbutLczYvC0xSJyayB6bgEVD8Md7ko71r6p/JMZk1s1yWsKZiOy2CqiNE7sSymqbn8QMm8xXjW4MhoFkWGY+N51seCbO+MeqWvmDl3Z8uJy5v2rDlxB4fS80b71VOiAppUSbdQFJmWoGeCVmUouAJFksgtsg2Iz+rgP2WqmE1rm77Y+pN5bEdw4ebWyu5nvkijxVRpXm72dMf52Kv28td37OeJwTTbOyM4jqj0f7IdF8Nx2ZwIkTX8Rb7UVO9aLMfFFqLSaiUoBOmihe0KJrJL7+ebzcRcDoQpWF4X5Z2dUU5M5BhMFkgVbfZuihNUlRkCptmcOKDhaL/pSlTeEAgBAVUmHtYJqN492K7wdlFC+DlNpyn+L1ZiNufvBZtbuXP/UGXhWLrD4VEH2xU82pfkgs2tlQoQ8wUxLGXgwlKX/FdVmT+9zGvudnw8x2TWxHJdb7FLENG9qfKFnx7xHcpLTHnX0hJU6Z8qVPx84M2psK6SLth0t4aX3DRV18QsRMWHEwmomLagoyVAIqJzdCzDcNpgf1+SXV3RytzdvSHGR+48WNckuHdTK4dHMmzriPK6S7dUfGbArJ+pVvLO7Wrh5FS+Mtc/+orzec9/P87BgRRF2yVreFXvS4Mnb9q0hXUyRdvPaTpN8QUTszt/9/clueeJEaIBb3El8xYHhzJkDRsZKJoODx6f5JJtbbSXhNN8vpilCFxYrpL/e7rjvPWFO/mb2/eTtxwCqowr8Mx6HVESYc0vkrkMlHctwaCK44oZHWrLPhRFhpwxf8uWSMDbOeQMZ975Vc/EnDFs0gWbkKaQLdolE5kgEdZ4xtY2htNFpvIWNz63p1IzsV67lDKSJLGxNcxopkg8pFWE6nyf2RAP8cjJKf76jv2MZYyauX7FOZ1ki94urGC5pIsWuiJj2A6aLKMqkl8+6zTmrBdMczl/u+JBDo9mUSSZqbzJ7wbS5EwbSZKQJU+nzRk2j/YluXBLgrYGS6IsJnBhuUv+RwIqbRGdrlgITZHQFO9eyt+LXyRz6SnvWmzhmaCmd6h1yqYpl3lbtkzmTKbyJgCJkE5bVJ9TaalnYi6aDnnTxnRchABXwEMnkpXSP50tQXKGQ2tYn7NdSjX1FLb5PlO0HI5N5ChaDjvXtcyY69fu3cCjfUkvWCRZKClTChviQS70W7Kc1pz1gmku56/tCFRZJm9aHBrOkDVtXNdztlquQCoJp7xpc3w8S2uodVmDGFai5H+maGPago2tAZQ65/Cj85ae6l1LS1BhKm9VcsnKYfttEZ10wWTf5sSsLVvCukIyZ1KwHCRgCpP2aIDH+1P0TxV49UXdrI+HZuyippuYh1NFCqaDLEMiHCCsK9iuqJT+6emMzBCQC4k6nfMzQnB4NIPrCrZ3Rur6ch/rS/G+a57Oyan8iobX+yw/Z71gmktr0xQZTZUomi5F28S0PQ1SU2TArdS7Mx2XkbTBwyenaIsEeNb2tmUZ60qU/F/qsHaf+aneteRNG1WSSOZNAqoXlafKMqos0R4NzN6ypTPCw31JDMelrVQJP120GEkX2NoW5tG+JL8bTNEdDxHUlRm7qLKJuXc8y2fuOsREzkACwrqCJEloikQ8pJHMmzw1nOEl52+oEZALiTqd6zPposVEzqQjGiAW1Gq+r+q5fnIq7+/cz0DO+pJE1Q/ien8Lawq261IwHVxBpfeRrnjmPFkCy/Yip6ZyFlnD5psPnliWkijTSwhNJ6QrGNbidjPlh8VgMk+qYDKRNUgXLIQQlQfMrnUtvkN5iSnvWp7V086G1hCqIpO3HBRJYkM8yKU9HTPMtNWKStZ0ahKky0ET41mTx/pTWI6Labt0tARoDek83p+aUWaqXKEkVbTZs7GVoKaSLlpYjosrBJbjRcHZruDSnra6UaeNluqa7zO9YzlUSaqxDFSzFHPdZ+1y1qu9c2lt4C2AsK4wmXPRVEoPaM/uHtAUQppCphTOu2NdhK3t0WVr87wSuxlZlrhgcyv3PDHC4dEsquztGsOaQkhX2JQI+w7lZaI6MKYR01T1bj+VN2cETiiyZ2bWVZm2iE626OC4gtbw7Kbf8jm3dUQI6QrHSgV9y36u9mgAXZHrtn1ZSNTpbJ/ZvTFGUFMIqvWVMH/nfmZz1v+q8+UXbUqEufq89XzpF0exXa8WlyRJBDSFloBCumh5OylFJh7UThW3XIY2z8uZpFuO6nqsL8ltD/cTDajIkkTBdLBswbhpkhA61+7d4DuUVwBZktjcFp7TV1KtqGiqPCNwwrBcHBfCuorjetF9WimsejbTb/U52yI6iXCCTNHGclw0RUYCUkVrVoFQbRKc3vp9NupFqm5JhLnlh0+suYR0n5XhrBdMML+mF9YVfvbkKH1TBS8jX1cJqDKm7VIwXVRZIhJQ0bVT2t1ytHleriTdclTX4ZEMh0ey5C2H9bEAT1vfgqbIWLaLqkiMpA0e60tx3d6N/o5pGWg2DaBGUemMVDoZx0MaQkDedFBkCCgS2VLdw2qBUi+QpZ7yEwt5Ph4hBEdGs/MKhEYqOUynXqTqWk1I91l+fMFUYq78ItcVXLg1gem42I4gXbTJGQ6uEKiKhK7IdEQDXovnKpYjgm0pk3ShNqqrJaiB5LVrn8pb/G4gzZ7ueCWBWPYLuS4bC0kDqFFUxnKsjwXJFW0mcyYSnj8UvPkaCqiVuodl6pnDFqv8LGU6w1LPdZ/TB18wVTFbflH1Yp3IGqVeSp49/ncDSbRSMl+6JNDKi3+57OBLVV18evj5ZM7EdSES9PxJqYLFsfEcibAGfiHXZWMxaQDTH96tER1Rlcc0VTCxHcGeDbFKfTuY2xy2UIGwHOkMSzXXfU4vfMHUINMXa85wMR0HXVXImQ5PDKW9bPOwzvZOr0rCctrBl6K6+PTwc02p9lPIhHWVVMEiY3jZ/77DeXlYbBrA9Id3deWHcsHhiZyJriqz7n6ml7javSHG7mt3NyUQliudYSnmus/phf+EaYLqB8BjfUm+/qvjgJeZnyl65fezhs1EzqQrFljzEWzTc7iiAYWg5lW5aAlqaKVSOJbt+g7nZWQpenXN9vDetxm6E6E5dz9LVeJqtvsQQnh/sx2SeYtUwWr4nD5nJ75gahJZltjWHuEzdx/mxEQeRYa2SMAr4WK7WLZLyvEy92964c5ls4MvRRHX6ggs03E5Np4lU7QpmC55s4imyARVGdNxZ81F8Vk8y50GMNeO6scHhptu4dLMfUzmzErIuWm7uAi++T8n0BTZ9xH5zIovmBZA73iW356YRJKotCeIBBQsR+C4nmZbtBzCsyTCLpal0nDLEVgP9k6QKlgYtkskoBLUZNJ5i5zlVVFP5i2/9tgyshxpAPUUl57OKAcGUnzrwZOLauHS6H1M5S0ODKQwbG8tWI4gEdQ5MZnnc/cc9qvU+8yKL5gWwKGRDNmiXaln5iFVip7KkkSqYHFoJMPOdS1Leu2ljHqSZYlXXNjNPU+MkMpbJCJ6KUFTJqArhAIKkYBGT2eEv73m3FnbxvssjqVOA2i0hYsdcOkdz+K6ggODpQjMUoDEQnxC1fdxeCTDZM7EsJ1SErqNpshsSoTobg1yZCznV6n3mRX/SbMgGl1IS7vgpkc9RYPqqYTeUlTdHQ8P4Lqi4XNGAyrtkQAdLQEsR5SKuLq0RwJctKWNPRvjjGYMTk7ll/RefGopB9ecvylOsmByfDxHsmCyd1NrU8rG/v4kH/3BEzxwdAJVltnaHqY1pLO/L8mnfvIU/VP5ytxxXYGEVwPPsB2Oj2cR4tTcWUjZn/J9bO2IMFWwMG2XiZyJYXvdbA+PZnm4L0lYVypCz8dnOv6OaQGc0+Ut7JzhaYHTTS85wyYaVDmna2kjiZYj6qmsyV6yrY285WDZLpoqezlZkhf84IeIrwyLDY1+vD/Je27fT/9UgYAqM5W3iIVUtndEa1q4lM9WrhbhCEoRmDaZol1JqF2ob2tPd5w/uXQrj/enSOZNFFfQEtRQSxGfkzmTXNGmNaL788qnLr5gWgA9HVGesTXBvYfGSRctwrpaaeaWN21cAc/c2jZnGZaFsBTRW9OpOKwtt9QQrhY/RHxlWWho9IGBFP/nR0/SN1WgJaAS1E61qsgZKTYnQqUWLnYl/L8loFaqRbSUmhRajgssvuxPS1AlZ9rYriiZBz1xWK5SPpkzEXmzEojh41ONb8pbALIs8cbn7eDc9S3IkuQt9qJF3rSRJYlz17dw4/N6ltx2PlcldFiYECk7rIdShRozDuBXEz9NqJh4syYBRSaoKZW8tFjQM9ONpA1UBSzHC/8HQJLo6YgSVBWSeQuBV6h1rorgzSIB06YVQiy1kdvnTMMXTAtkT3ec9790Ny85fz1b2yOsawmyPhbkWdsSvOGybezeEFvyay6HEFlIuwKftUXZxLs+HkRVZK/YcIly+4uCZaMrMpbr1T0sk4jonLcxhqbI6KrMeMZYkG9rOjnDIRHSCerKtNYZXhv0kK6QCOnkjPpK1ny4rqB3LMtjfUl6x7JN+VV91j6+fWYRlH0Cdx0c4Xv7BxlKFRlOG3zzwZM8cGxyRvj2YnOPlquIq1+T7PSmbOLd0B5mIFSoFHIt70vKZuaQppAI64ykDWRJrsydiZzJBZtbedUsHW4XQiTgVZnQ1QDJvEXBcioVztsjOl2xEAKxIBPxUqVL+KxdfMHE4gRGuZLyZM5kY5WgmB6+vVSLabmEiF+T7PSl2k/Y0xElb6RIFTzfpypLGJaDYbuc0xXiNc/czKN9yWVVQA4MpLjtoT4GUwWveaEmEw6obIiHaIvoRAMKR8dy7N3UypZEmN6xbMNzbinTJXzWLssqmD760Y9yxx138OSTTxIKhXjOc57Dxz72MZ72tKct52WbYjECo17RSiEErhAkwhqDyQK3P9SPEILP//TIkiwm1xWEdYWX7ds4byO5ZvFrkp2e1CS2rouypztOb6naQt5xMRyXLYkwf3PNuezd1Mp1ezcumwJSLTh2drZwZCxD0XRIFSyvfYoMJyYsIgGVDfEAf/+DgxwdyzW09pajSKzP2mRZBdMvfvEL3vKWt/DMZz4T27b527/9W37v936PgwcPEomsvjN9sdrX9PDt6vIrjisQCH78u2FOTuRIFe1ZF9PtD/UT1GRyhjPng2IuIeovxLOXeibeCza1MpY1GE4VaYvqvOfF53L+ptbK8cuhgNQTHKe64FpM5i2mTiZpDWkULIcv/aIXRZY4d32MbR2RedfechWJ9Vl7LKtg+tGPflTz+utf/zrr1q3joYce4nnPe95yXnpelkL7qg7fnsyZVeVXPBOK5XjJhb85McUFmxN1F1NYV/jxwWH2D6RQJGlWrXGpTBhLUWPPZ+0xm4n32Ts6ZpjplmsO1BMc5S64/VMFnhhMU7QdzlkfpX+qgCsEkoCjY1lCukJbRJ9z7S1HuoTP2mRFfUypVAqAtra2un83DAPDMCqv0+n0so1lodpX9aJO5k10VSJv2Bwbz2LYDrGgVjmfJEkEVZmi7TKUKrCxNVhzramcydHRLOmizY4OhQ2tobrCZqlMGL7T+MymET/hcs6BuQTHaKaIJENIU7AdyBadStJtumhxfDxLIpyYc+0td7Fbn7XDiv2Cruvy9re/ncsuu4w9e/bUPeajH/0oN99884qMZyHa14xFrcpM5kyGUkVyhk1YV6sEj5dsGw/ryEWLqbxZk1WPEPSOe23MowGFWEg7VV5omrCZIUSFIGPYlSoNG2LBeU0YvtP47GAuM91yz4HZBEemaJMueOHqXlS3wHEFqixVwtmrq07MtvNptNhtswEVPmuPFRNMb3nLWzhw4AD33XffrMe8973v5Z3vfGfldTqdZvPmzcsynvm0r7xh4wjBQDLvZbEbdt0AhomcwWTOpGi5dERlhBDYpQoQQVXhnK4oR8eyDKcMTNsBPMGUMWxSeQsJiIe0Gi1vutZYLUSncmbFse24oiTMFAKqMqsJw3ca+6zEHJhNcFiOi+O6WELQEQ0SLylhXkNKqRLOXq46MdvOp5F0iX2b49zywyd8q8BpzooIpptuuonvf//73HvvvWzatGnW4wKBAIFAYCWGNKf2NZk1eKQviapIfP3+E+iqF9gAsHdTa82i3rupFdOeZChVLFV+kEu5GgG2d0RIRHQKpsNUzmIoVSSoqV7b8rxJznSIh1S2dURnmBOrtcayEB1OFegdy1Gs8mPZrmA8YwASDxydqKsh+k5jn1nngBBkDZuQJrO/P0nveHZGRfxGfVKzCQ7LERi2S1hT2N4RIRbUKqWQ4iGtomBpijxvKaS50iX2bY7XVE/3rQKnL8sqmIQQvPWtb+Xb3/42P//5z9m+fftyXq4pZltEw6ki+/uTAJy7Ps76eIixjEH/VIGw5pVuSZRaA4D3YH/6+hh50yESUNjeHkHXlEoRVCEEedPh8p0dJCIaR8dyjKS9LPhYSGVHZ0ul1UA11VrjtvYIOzuj3Pn4EI7rVnpAATiuQ9F2cV3BV391jPuOjLOzq1ZD9J3GPvXmQPXu23ZcTMflM3cf5s1X7KjMnWZ9UvUEh65KbEqEAUFrWKuUQsobXpFXIaA9GkCChqqN1POlbUmEueWHT/hWgTOEZRVMb3nLW/jXf/1XvvOd79DS0sLw8DAA8XicUCi0nJduiOmLaDjlMJDyKjNfsLmVtqi3e9MUiYDqlXM5Np4jUVpcZUIBlUREJxpQmcxbbIirOAIKhl0xMdz4vJ4ZXUS/+cAJDgykEULM2RxOliUu7Wnju48NIoRX70yRPeE1mfOCRWIhDQSoijRDQ/Sdxj7T58BUKYq0vPvWFAksOD6eqzTxAxbkk6onOMqm8LISGAt5fb6eHM7guAJdkUkVrYaTfaf70nrHsr5V4AxiWZ9EX/ziFwF4/vOfX/P+1772NW644YblvHTDVC+iJ4czfPW+Y2yIBYmGTlXa1hTPPCcJGM8aDKWKbIgHK8KpYDq0RXRe96ytPHBsYs6s+upF8eqLNzOYPNxQeaH18RDrY0FMx9vZ2I5L3nSQSyVeyj4mXfE02moNcTk6pPqcXtTMAT1C73iWou0QD2kIAemiTXupbt7RsRy3P9QPsOAdSL0gjHomuGvP38ClPW2LLoXkWwXOLJbdlHc6UF5EmaJXHTwUqP1abMelaLnkDBtXCB4fSDGYKtDTEaU1rFUe7Fft7uKq3V0N54g0U14oElAI6goJVWNjawjLdjg0miWsK2iKguW4np1eletqiMtRY8/n9KHadH1gKM1kziSkef6fvGkT0BS2dUSRZZkN8RD7B1JIsKQ7kOUse+VbBc4s/F+pinqTeypn8rvBNJRaAuCCIsNE1iCdt2iL6mxKhGse7M2YChrOPXmon6FS7bFoQEFX5VLIrUw5NL09EvB8W8zUEP1CrWc+8wUp7OmO89YX7uTTdx3i2FgOxxUEVJn2iM62jmjF11lWWpC8f9djoTuQ5ao64VsFzix8wVTFjMkNFZNHW0QvReZJyJKEkCBvObQj8dYX7lzUg73R3JOdnVGOjnq5TwXToWC7KLIFQFD1Ip6qzYvTNUS/UOuZSyNBCgcGUtzxyADpgjdnXCEIagpb2yM1ATgF0yGkK0ilf58OO5DlqrzfDH5VlaVjbcyqNcL0yd0SVEnlLXRFJl20iQQ1ztvg9a6xHNdruuY4RALL8zXWyz0J6yq941mSOZN8qTjmtvYwOzpbKtGCc2mIZ3qh1rPx4dBI4iycCmTYGA+RKlpMZE2yhs3vBtPs6Y7TFtFPzZ2SMHt84PTZgTRrFVjKueJXVVlafME0jerJ/cjJJLlSGPh0cweA4wqOj+eWzaFaL/ckEdG5OJwgY9gMTOU5Np4noCpoimfaW2m/0WIW91ILkbPx4dBI4my9QIadnS0UzRQFy6Zg2vSOZdHkFobTRdoiOq+62Ms3HEieXn7JRq0CSzlX/KoqS48vmOpQnty/PDzGrXcfIhEO0BULzHACL7c5Y9ZII0miJaixqyuGaQu2d0RIFswV9xstZnEvtRA5Wx8OjSRP1wtkSET0SnuMyZzJSLpILKSxb9rcOR39kvNZBZZyrvhVVZYHXzDNgixLPHdXJz8/NMbj/Sm6YrUVKVbCnNFIpFFbVOcvr9yFLEkrar6qXtzrY0GcgNeO/TfHJumfzPOXV54z6+Iuf3YiaxAL6QRCMo4L+/uSCxIiZ/PDoZEw6dkCGcq772TB4sRknv99+TZefN6GGQETZ5Jfcqnnil9VZXnwBdMcrLZDtdFIo56O6Io+KKoXd3tE59Bopqp2H4xmDL5yby+3vvaCGeMqf7Z/Ko/tCAaSxcrngprXPuRr9x/jY6/ci6rKDY1npR8Oa8mP1YjyMmcggyShyl5k3rnrG89JOl1Z6rni508tD75gmofVDLNebcE4G+XFHdZVDgyma3pQ2a4gW7S478g4dx0c5uo9G2Z89tGTSSZyFo7rEtZVHNclXfCc8QBjORPBfv70su0Nfb8r+XBYa36shpSX0zCQYblY6rmy0vlTa0kpWk58wdQAq2nOWIv5R5miTdF0SBasGT2oNEUiHtIYy5rcuX+Iq3avr/meUgWLwWQBRwhiQQ3TcUnmLa8sjSpjuwLLdjlYMvc1YtZrCaroqsRYxkBTvGKgLcFTLUiW6uGwFv1YjSgvp2sgw3Kw1IJkJfOnGlWKzgTh5QumBllNc8Zas/O3BFVcYCpvTutB5eEICGoyg6niDJNIumBhOF6laUmCTPGUUAIQgO0I1sWDTObMhuz9OcNmMmfSP+XVOVRkmVhIZXtHlERVZY7FPBzWsh+rUeVlrSk4q8FSC5KVsmo0qhSttR39QvEF02nCWrLzb2uPsCEe5KnhDLHg9L96VSgSYb0SkFFNLKQRUGUM20FVJExboCqnhJJTKq0UUGTicb2hBoif/+kRAMKaguW6aJIXGp0qJGmPaDMqczRDWft8cjjN/v4UG2LBJfVjLZV224jystYUnNVgqQTJ9N/tphfu5NuPDCyL0G9UKXKF4At1esadjpGpvmDyaRpZlrhu70b+5+gEU3mr0iK73CBRkSUiAQVXCCKBWlt+PKSxMR5iKOmVV3KFQEHCFV5NQkn2koh1VZnX3l+9YPduaiWZtyptHBCQN206Ijo3LbAyR7X2OZEz6Z/Mky5Y9HRGZ7QqWYgfa6m120aUl7Wk4KwWizWPP96f5Ov3H+foeA7XFcRCGl0tAZ6zs53nn9NJLKQRD2lLJvQbCtgYyfD1Xx1fkzv6heALJp8FcdXuLu58fIgHeicwLIeC8ErcOELguoIjozliIZVvPnCCV1+8ubLYt7VHuGBLK4btkDds8paD5bjIkoSuSsiSTEdUL7VKmNveP33BVicfW7bXX8h2BNEFVOaYbjqJBlRG00UmsgZ506lUSigzm2+irFmnChbpglV5aM3WEfl01G5PRxa6e/zOowN86idPMZW30Ep1Kq0Jb87f8+Qo2zu8+f2qizYtmQBoJGDjxIRFxrDYnIicEWHrvmDyWRCyLPHG5/VQsDwTiCZLDCQLuI7393ipCeKBgTSDyVNBDNWmlMmcgSUE2YJNOOBVui5XuQbmtffXXbCl5GNYeGWOuqYTIWiL6ExkDQzb4fh4lkQ4gVRqBllvrOUd0aMnkwymChi2S0CR2dAaxLS9NuLTOyKfjtrt6Uqzu8f9/Uk+9ZOnmMyaJCI6QsBEzsByBKosoSmQLFgLzsebjUYCNuRSe/qlLrq7WjSWKOLjU4c93XH+8kW7eObWNkYyBnnTJaDKxMM6WxJhYiGVnZ2RSm7SIyen6B3LsntDjLe9aBfnb2plXTSIJEvkDIeWoMbuDTF0RW6ok2n1gq3HQqPx6ppOSl1XQ5qK4womciapgkW2aNcda3nH9WDvBEPJAnYp4MMRgv6pAicm8kxmTZJ5q+ba07Vbn7WB6wq+/qvjJEsdBXRVJmNYCHEqcdlxXQqmTVdV4I7rLr71TzlgYyhVmNFKqKwU7eiMEA+pS74WVovTY5Q+a5Y93XGCmsz+gRRdLS5TeYu8YXOkaHNsIu91/nVcjoxlOTSSpTWsVfwof3ftbi+vqS/JfUfGGU0XSeUtiprTkL2/0QirLYkwvWPZhk02s5lOymV8joxlGE0bnJjI0x7VZ4y1esdlOS62ELSGdUAiKASTORNXCEzHqd8R+TTTbs8E5gtCOT6Ro3csiyrLqLKM5YhK4I4EqKXCzqYtsB2xpKazRgI2bnjONu54ZOCMafvhCyafRZMzHIqWQzJneqHgpWTbvOkwlCoihGdi6IoFCGnqDD9KT2eUl1/Q3bS9v5EFu29znFt++ERTAQZzmU4SEZ2nyzFaQ0X+9PLtnLu+pe5DrFydvn+qQFhXAe/vXoV4hbzpoMoyqYJFxrAr5kc4/bTb051GglAyRRvHBU31gnxcVyCEqAgASfJ8rJLkdbxeauWikYANSZLWXDL+QvFnvs+iiQQUpvImBcspBQRIgKBg2ZR6K2KXmtLN5kdZaLTYXAt23+Y4d+4fajrAYN6dWLrI3k2tvPi89XUXennHFQyqpWaOtccENBlFBsNx0QRYJX9T5fynmXZ7OtNoflBLUCUeUskWFTKGTUhTSv7FklByBUJALKg1FLizEOYL2Ji+FoZTDi6wMR7ipXs3sHtDbMnGstz4gslnyZCgslDLpg5FlnBdvCSl8nFLHCVUb8FuSYS55YdPLCh8drG5LuUdly28+7ddgaacOtZxKe2iPOFkOu6qtCw522kmaXpbe4RdXS1M5kxMx6VgOagymLaDqsgYtktQlTmnq7HAnYUynwJXXgt3HRzm+/uHGEoVGUkX+eaDJ3jg2ETDqQirXT3CF0w+iyZnOCRCOlOYpIuWV//OcXFcF1eSUGUJXZGxnVPSaalNHdMXbO9YdlHFOheT61K942oJKkzlLeIhDfAi+PKmTXtUR5FAkrzv5fh47qysxLCaNFvQtaysQJ6C6eAKKFouRcshoCqc1x1HV5WGAneWk4NDaW5/eODULlBvLhVhLVSP8AWTz6JpCaq0RXXaowGG0wUvgMFycQXoskRLwCtbpFVVC1+1XlYlGhGMC811qd5x5U0bVZJI5k0CqoLpuCUHusSmRJibXriTaEA9aysxrCbNzpFqZeXwSIZowcaI6DhC0BJQEQKSBXPFlIt6uxpgUaWz1ko9SF8w+Sya6h3CtvYwh+wsluuZsSzHJVUw6YqFaCkluq6VXlaNCMal8H2V85jyluPlMcWDXLgl4e+MVpmFzJHZzMYnp/Ir3g+t3q7m0u1tC7YUrKV6kL5g8lkw1RrbpdvbOTiY4tfHppAliARUNFkqhUxD1rAZz5kEVWVN9bJazgCD6ofY9MoP/s5o9VnoHKlWVlbDFzPXrubgYJps0WZDPFT3s3NZCtZS00NfMPksiOkam65KjGYMZBk0WaZoecVYN7aGEEIwVcqI39UVPat6Wfm16dYui50jq+GLmW9Xc2AwxVTBJG/YtIS0GZ+fy1Kwlpoe+oLJp2nqaWxjGYOJrElIUzinq4WwrqCpcsV8N5wuMpW3uPG5PTx3V+dZ28vKZ22x0DmyWr6Y3vEs+/tThDWlsks7lUslsb3Nq7RyfCJXyW0qM5+lYKWbHs6FL5h8mmI2jU1TJAKqjO26jGYMLtrSWlPNoLMlSM5waA3rK2rCWs5WDwsx46x2GK7PTJqdI6vlizkwkOKffnGUwyMZdNWrQFHuO1YuKBwKqCTCOpGA2vQucC2Yv8v4gsmnKWazQ2uK16BPk1hz1QyWw5x2YCDFbQ/18fhAmoLpENIVzu+O1VRSr/eZ1Q7D9amPLEtsa49UhNPxidyswmk1fDHlHdpgqoCuypUE38mcSc5IVardF0wvyf11z9rKA8cmmtoFrhXzN/iCyadJZrNDtwRVYiGVyZwJZ3g1gwMDKf7++wfpHc/hVhXV7JvM8+RQhve/dPeMxb9WwnB96tOM0rDSvpjqHdqeDTFM22UyZxIPacSCGumixfHxLK2h1so6u2p3F1ft7mp6d75WzN++YPJpitns0JIksb0jSqqQJG/aS1bNYK2ZvlxX8OV7j/LkcAZVkSp1ActNEp8czvCVe3u59bUXVMY5p+lHj3BgKM2Xf3GUt125i56OqG/aW2GaVRpW2hdTs0OTZXo6ouSNFKmCl8we0hQmcia/G0yzsTVUs84Wmuqw2p2OfcHk0xRz2aETYY32iEZ7RF+SagZr0fTVO57ltye8kPhYUKvxscWCGsm8yW9OTNI7nmXnuhZgdtPPVM6kdzzLZM7k5ESegVSRvZvivmlvBVmIv2ilfTHTd2jlKvflbs12qazV9o4ob7qiZ0nmzmpHk/qCyacp5rNDz1XNoJndz1o1fR0ayZIt2sRDWl3/QiSgkipYHBo5JZjqmX6mciYHBlIUbYeQ5r0f1pRVv7+zjYX4i1baF1Nvh1bdrTmVN8mbDq+6eCOOK+gdyza1w1lrVgnwBZPPAliIHbqZ3Y9tu3z1/mP0TebZ3hkhEvAcvWujw2ujjd9OHTfjwSIEveNZirZDPKSVOqDKxEIa3YmQ38F2BVmov2glfTGz7tAkiWhApXcsC0j8318e97okN2FZWItWCfAFk88CacYO3czu58BAiq/dd4yfPjWKjMRU3qoJiV2OqKdmNMZzulqIBlWyhk2bKlPus+QhyBo20aDKOV0tlXenP1iyhk26YBPWvfpqedOmPaJXclJWMsP+bGcx/qKV8sWUd2j9UwUODKZIhDSiQQ1Vkjg6nmUsY9DZEqA1rDdVsLXRdbkaOypfMPksmEbs0M3Y8A8OpfncPYfpm8wjIxEPqTiCGSGxC4l6mm1xNasx9nREecbWNu49NEYybxIJaJXgh1yp1fYzt7bR03Hqe5lu+glpMrbjoikS6aJNQFPY1nHqu/E72K4ci/UXraQvJqTJFX8keH3QQppCZ0uAvZtam8qnanRdukLw7UcGVnxH5Qsmn2WlURt+73i2slB6OiNM5S0c4eVHVYfEJsKJpqOeZhM+F2xubbqRoCxLvPF5PYxmivSO5cibtme1k0CVZXZ1RbjxeT0zHgTVpp/H+1OYjgsWtEd0tlUlSILfwXYlWSp/0XLuKg4MpPjs3YcYShXpKZ3XcVz6kwXGsybndLUw/Urz7bwbWZePnJziqeE0hu2uuJ/Xn/k+y0qjNvxDI6f6J0UDSiUnqhxkENZVUgWbdNFiNG00FPXkuoK7Dg7z1fuPkzNttrdFCMVVCqbD/r4k9zwxQjSgNq1t7umO8/5rd3P7Q/08PpAibzmENYXzu+O86uLZNcmy6ad3PMtn7j7M8fEc522MIcun2oGcaTlfpwMVpaHJ37NMM7vuZgVYOT3hsf4UsgQjaQNXCJxSa/esYfP4QJLRjMHWtjCbEqFKxZW5dt7zrktNZjBVoC2ss29zc+tjKfAFk8+y0qgNH8SphSJJM3I1ZAlM2+XYWI7NbeF5tdhyZYafHBwhXbCJ6Aqm7dLTESUR0emKBzk8mkWR5Ka1TZjpX4gEvAWeM5w5o6JkWWLnuhbefMUOPnfPYY6O5VY1w97nFALhhawIbxMsGgh0adZ/2mygwV0Hh7n/yASu6xLUVcAla9g4rkCSvPGZtmAwWWAkXeTkZJCnb4iRKFWBmG3nPd+6HMsaGLbL+lWqNO4LJp9loawZpgoWnS0BTozn2NXVMqsN/5yulpqFMj1Xw7RdXAS7N8Z5w2Xb5u3A+bl7DjOYLGDaLomwVinfki/5qlzhRcLlTXtG+SRozM9T9i8cGEjxrQdP1j5wOqNc2tPG+niorma8VjLsfWqFy8YqJeHAQJrB5OFZTVYL8Z82YzZ2XcH39w+RNx00RWIqZ2I5Li4gA+XiKhKgKeAKGMkUsV2XPRvjTOTMWXfe8/nWhlNFAopMR1Sf8VlYfj/osgqme++9l0984hM89NBDDA0N8e1vf5uXv/zly3lJnzXAdM3QclwmcgYFy2FHZ0vd3UFPR3TGQinnaqSLFr1jOXZvjPGxV56PWtUJdzrVD4sN8SAjaQNNkZEkiXhII1WwODaeY+e6CJoqYdmipnxSmUb9PPU05uFUgTsfH+K7jw2yPhakLarX1YzXQob92c5iCrIuxH/azDWOT+Q4OpbFcV0cIaGW/iTjCSHwhJIk4f1dlnBdT1g82pdk3+bWWXfe8/rWojpBTaFouUSVmettuf2gs6/wJSCXy7Fv3z7+4R/+YTkv47OGKD+oH+9P0RrS2dYRYVMiTDTghVj3T+U5Pp6rtKAua4rlhdIW0Tky6iWxOq4gaziMpA02t4V5w2Xb5xRKUPuw0FUFpRQx51H2VVmAl9BquS6qUrtwyzu5Xeta5vTzTH+oRQMKQ8kCTw5nMG0HIQSm4xIPajze730vBwZSNeco77r2bW6lp9MvR7TUuKWE08f6kvSOZXHdWvNcMwm206n4aXTPjCuEIF2wmMgapAsWQU3GsGr9p81cI1WwmMiayLKEJETtrqbq/7oiE9JkXCGwXZAlCUWReNU8O+/yrv38TXGSBbNmXb7nxedywRav9p4Qtd9Zo+tjMSzrjumaa67hmmuuWc5L+Kwh5tI+925q5cholq3tYV536da6XVyXwrxV7dSVJSpBFOXyQaosUXC9XVJIV0gInZG0gSzJTft5qh9qybxF73iW/inPfKgp3rUmcyYC2LlutRODzz4a8ekspiBrtZ/GdFyOlczOjitQZImQJtMa1qnxnzZxjXTBwnBcogEvYMdyZu7swVtfsaBGwXIwbZfzNsYomA7rZ+liW81cu3ZJklat0via8jEZhoFhGJXX6XR6FUfjMxf1oosa0T5HMwbxkDarw3Sx5q3pTt3tHVFyRop00SoltHou7sF0kU2JMNfu3cCjfckFCcLyQ81QHQ4OpcmZNq4rCKie6dC0HQxbeIIxpPmJsytIo0EJi0mwLftpHuydIFWwMGy3qqivy1jGwBHe3F/INWIhzetx5rgkwjrpoknOcKje9MkSBEpWBMtx6YjqxIIaAho2s82Wi7WaftA1JZg++tGPcvPNN6/2MHzmYTZNdG93fEnaATSbtFgtJCMBhR2dEQ4MpNkZ8PKD9nTHS9qsRdZwaAkqnLOuhct3dXB+d5xr92zg5FS+aUHYElQJqDKHRjMUbYdwSaOUZankkJYxHJfhVJFt7WE/cXaFaMZvtJgEW1mWeMWF3dzzxAipvEUioldVmvfKTUUDCr/unayZk41eIx7S2BgPMZQsULQdWsMBQppDsmBhlvyiqiwhBKSLlpeo3R5hOF1csnSD1fKDrinB9N73vpd3vvOdldfpdJrNmzev4oh8pjOXJnpoJIPluCvamrmekEyEvQdEefcWD2mcs66F4xM52iOCWFCjdyzL4dEs8ZDKrq4WXnXRJvZtbm3q2tvaI6xrCfBof5LWUr6VJHkPChDYriCgKpXIPwnJT5xdAZotzLqYBNtoQKU9EkCWJIqWS9GyUWSJ9kiA7R0RNEXmyFiW1z1rK4PJYlPX2NYe4YItrRi2Z8bLFL3dUjSgYigOBdNBCDBLO6oN8RATObMhM1sz+VSrUWl8Ta2QQCBAIBBY7WH4zEIjmqhhOwwm83OGhi+Vw3Q2ITmYLKAqEhtbg0zlzYoJoj0S4KmRNH1TBVRZRlMlskWFyZy5oEx2WZa4fFcH9zw5SsHydkyaAkXLQZIkFNkrq2TaAtNymMxbfuLsCtCs32gxJqtM0UZTZC7Z1kbecrBsF02VaQmoIEk4rmAk7bI+Hmz6GtWRc5M5k00JFUWScEpBFrYriIVU8qaLlwkoGhrzWi3cWs2aEkw+a5t5NdFYkKPjOSxXcGAgxbb2COGS43apHaaNCMn2SIC3vWgXOcNhMFXgoz94gmzRpi2qo8oytivIGF5TQ8gvKDBh3+ZWtndESOZNCpaLIstIkkAq9WuSJQmBy2C6yMZ4yE+cXQEW4jdaqMmqci3LnZELN/1aPZ3Rpq8xXWjmLO98+zYneOVF3U2fb622k5nOsgqmbDbLkSNHKq+PHTvGo48+SltbG1u2bFnOS/ssA3NpolM5kyNjGUbTBh3RAEXbYTJvkgjptEX1JXeYNmKuOTKWRZYkzu+O8y+/Os5UyQ+gKd74y8390kWLguVyaCTddGBC2dyyvy9JVzyI7Xj+hZF0gUzRZipvEwupPHNrW0PlbXwWz0L9RgsxWTVyrfNLCd2P9SUX5KOZT2g2OubF5GytNMsqmH7729/yghe8oPK67D+6/vrr+frXv76cl/ZZBmbTRMtN73Kmja7KPG19C6okcWwyR0RXed2ztnDV7vVLOtmbMdccn8hxdDyHJsto05IFy3X48qZNqmA3HZhQbW4ZTRtsiIdoDeu0hjSOT+TY2q7yp5dt56rdXau+2M8WVrKR33zXUmWJiZzJzd87uCiz2VL4eRbSFHG1WNYE2+c///leeO60/3yhdHpS1g5rku5KTe+ypZYPLUGNeFAlGtLYszGO4woePDbV9LXmS4ysFpL1qDahZIpeGLemVCfbnkKRvQoQitx4iG019RIVU0WLS7a383cv3c3Ve5ZWKPvMz1zJo0ttrprtWt2tIZBgMFmoJJu3hvRZk62Xm+kJwdMJ6QqGtTaiRn0fk0/D1NMOJ7MGJyfz2I7wMs5li4f7kpViqQvRwhpxzjZjrjk+kSMe8kx2WcNri17d4M9xXWzXZUfnwjPZ/fJCa4+V/E3qFfX91gMnGUgW1ozZbDE5WyvN6o/A57Si2hn76MkkR8ayWLZLUJUJB1Q0Ra4plhoLaU3l7jTqnG3GXLOtPcLOrigTOQPLdisVy1VZwnJcpnImbdEA1z9n66IeEqsRVuszN8v9m8wWdt07luXIWONms0bCtxfb82mxTRFXEl8w+TTNnu4453a18Nd37Gc0U8RyHCxXkCnaSJJUMZkdG89xzrpow1pYs87ZRsN8q4UY5MmbXg5I1hFYrktbNMC7fu8c9m5qXfR3sxptqH1Wh7l29o7beBmiRiwESxHivZK+t8XiCyafBXFyKs+xsRy27QKS18FVkQAJw3aRgKFkHlcILtvZ0VBU0kKcs42aa2qE2EiWVMFCliV2dEa44TnbOH8JhNLpkB/iszjKisdjfUlue7gfw6rf3fVVF21qyGw2nCpWVcOvbyEAlizE+3Rpt+ILJp8FkSpYDKYK2ELQEdGZzFvYjte8zHVdbBcMG5xkgV8cGuWxviSaIs/5sF5oQc1GzTXL6XM4XfJDfBZOWfE4PJLh8EiWvOWwPhagIxogKqs1O/sHeifY2Rnl8YG5w8j/p3d8TgvB7Q/1IxBLGuJ9OvhDlzUqz+fMJV0qWhlQFQKaSltYR5G93ZLtVro7I0sSY2mDwVSReFibMyqpmUi7hbIcbSZmtL8Iqiiy5D081kWZzJnc8fDAjMhCn9OH6nYumqKABC0Blam8xYGBFFM5E6jNobukp42AJvNYX5LhVAHbdhlOFXisL0lAk7mkp63SwXg2C8HjAykeH0gvqC3HXNRbB/NFwq4k/o7JZ0HEQhoBRSZvOUh4E12RvaKSiuyVYvHK/0NbJEC6aHNyIseFWxKztoA4nZyz1ZxO+SE+zTNd8ZjMmbguRIIKIV2pNJ9MhDWQJEK6Qu+YyQ/2D5E3HCZzJv1TBRzhokgyYV0hqCncuX+ossOuR0hXyFsOCGaEeAvh+XQN2yGZtyo9xhbKWjND+4LJZ0GMpg1cIcgbNtmijSRRalfuFTGVJQlXhrCuIklyqUGfl8BaaQExkuGXh8doDesVc8Jadc7OFdSwmJ4+Pmuf6YqHpsiVBpSaIleaT2YMm5agxnCqyHC6iCTD9vYoHRGdR/qmyBmgB2TO3xQnpKkcG88ynCrSHtHpToRnXLdgOoQ1BVH6d9lXNZkzK72fTNvFRfDN/zmBpsgLEiJr0QztCyafpjkwkOK2h/qQJImg5j2Mi5aD43oP8EhA8Vo+u27l7+VdVLnZWdFyODSa4da7D6ErSo2GNt056wrBxniQa/duYPeG2Ireq+sK7jo4wvf2DzKUKiIDQV2p0SZPp/wQn8YpKyMPn5gimbdYHwsCnsm5ugFldfNJ13V5cjiNKkvs2RBDkiSeGkmDJLGhNUi6aNM3mefCLQnO2xhjNGPw1HCGjfEgknzKs1LthxKISsuMsunQKLVZsRxBIqhzYjLP5+453LQQWatlivyV4tMU5Yk8lbe4cHMrBwbTFC2bgKqRKlq4rsB2XOJhDduRS1qlVOnqqSkyUzmTx/uTFCyHRDhAZ0tghob2d9furhEIQ6ki33zwJA8cm1wx88KBgRRfvreX+4+MY9guwVJLjQ26WjPW3Rtip6UJ0md2qk1bqbxF31SebNHinPUx2iJ6TQNKXZGRJa/9xO8G0ziu4LyNMSRZJlO0SBfsWS0H566P8bvBFAeG0mxvj3oWAsOulPO6tKeNDa0hBpNHODySYTJnYtgOIU0hbzqENJWnrW+hNawtSIjMZ4ZeHwvyWH+SH/1uiHPXx1YsSMIXTD5NUT2Ro0G10oQvlbdQJAkXL/Bh17oWRjPFklbp1aJrj+i0BBQeOjlF1rDZmAjRFQsgSdIMDU1ceEqT21hl0lsp88KBgRSfvecwj/UlcYVgXYuO7cJU3iRvOuzZGGOiFNSw+9rYmjVBns0sNKdsumlrQyxIumgxljEwnSR7ultPNaAcyzKcLhLSVWxHsL0jioBKW3PLdnFcz8QNMy0H6+NBJrIG29sjJAsmveMmU3kvkEK48M0HT7JzXZRr927gF4fGODqeQ0bCckSl51MiogMsyJc5lxl6MmfSO5ZlJF3kCz87SntEXzG/ky+YfJpi+kRui+gkwgkyRZuJrEHveI68YSMh2NoWIZ23GE0bRIMaW9ojjGQMhkuvt3fU7i7KgQKHRtJ8/X6TyZxJVyyAaTsIBC0BddbAiaWkvCscShWQ8Or/SZKMplCpRn58IseudS2VB8Hpkh9ytrBQZ/5spq1z18d43E6SylscGsnwjK0JdMUzz3a2xHnVxZu4YHMrrhDc/L2DFbOuplb7o2otB+CZeduiOn955S6Ojub46v3HkKCmZUxZGbv6vC6OjGTpagkQ0JVKz6cyC/FlzmaGniwVZi6UCjNvbQujyvKKKYa+YPJpinoTWZIkYiGNWEhDVxWOjGUoWC6GbbGhNYRhOwRUhVTewrAddEViS3u4FCghaoRTSFc4PmEzlklh2K4XzVRazLGQSk9HdNmj3Mq7wkRIYyRlVLTd8r2WzTGOEDVFL0+H/JCzgcU482czbSUiOudvauXJ4TRTeZMnhzO0hrVKX6Ty+VxX1Jh1WwLV/qgqy0FQrTXztkX41oMncVzBnu54XV/Pr45OEg9pBHV1yXyZ9SJhhRAcG/eafkoStEcCtIa8iMOV8jv5gsmnKeYL6c6bNlfvXs8fX7qFnOHQElTZkghzcirPY31JfnhgiBMTeY6MZDk5kScWUtneEaWtZI4omA6G5TCcLqIpEpGA51y2XVGpwff0DbFFVUF2Xa8i+qGRDCBxTleUno7ojCi79qheo+2WKZtjskV7xoNgerJvOTfEF1Qrw2Kd+XOZthIRnUu2tfHkcIbXP3srF21NzPg9y2V/+qcKHBhMkQhpdEYCpPJmjeUgZ9SaeU9O5edNORhJF+hqCXJiMr9kvsx6ZYps12UyZ+K4goiusr0jUtmZrVT6gy+YfJqikXpbr7p4EzvXtdR8Lm86/PDAMJM5i9awRqZooasSkzmTXKngayKsMZjM45RaakRKRWHBa+oXD2mkChZHRrNsSoQWFOVWDmj47YlJsiXBFg2qPGNrgjc+b0dNlJ0qSRVtt7oieTk/aypvcsn29lkfBGstN+RsYLE5ZfNGWFpeYM9FWxNzPpRDmlfM+OREHoCAKrMuFvTmcN6iqDk1Zt7H+pINpBwILt/VQebA8JL6MqeboSeyJqbt0hULsqMzWvFh1Y5ledMffMHk0zTN+lOma7Ed0QAHBlKlqCKFguVwaCRDW1gjqCm0uAK31PY8FpQr5gWr1FpjNFPkwi3xpqPcDgyk+Ps7D/LkUAZJoiRsIGfY3HtonNG0wftfursmym57e4S84VQqkisSZIsWqiKzIR6c9UGwFnNDzgYWm1O22CTv6t/9os0JHOHtrKfyJuvjQf7g4k2sj4dm7J4bTTnYt7mVXV0tS+7LrDZDPzmc4av3HWNDLEg0NHe7+OXCF0w+C6IZf8p0LTZRimjqLSUJuqVot4u2JLhsZzv//us+dnYFOTiYJl20UGWZvOklE5Yb/Y1nTQ4OpRteiK4ruP2hfo6OZgFBWFcBrxJ6a1gnXbToHc9x+0P97H7pbl55YTeHRjKcnMyzPh4kWTBJ5i2KlktAlXl2Tzs3Pq+n7vXXam7I2cBic8oWU4F7tt+9NazTnQhxZDTLg8emeP+1MxtHNiMQZVlaFl9m2Qy9rT3Cb45PemMJqquS/uALJp8F02jx1HpabCKic3E4QcawKZoOoxmD1126hXhI49uPDBBUFfZ0x3liKMVI2qgEQAQ1GVWWmcybTSUUHp/I8eCxCTKGDQKKlokkSeiqTEtArbRX3z+Q4q6DIzxwbKJSTmYoXfRMMS0BdnZ6obtztYr3SxStHktR1mqhEZaL+d2bFYhL1WdqtpD61U5/8AWTz7IzqxYrSV4oNhLxsEs8pNU8WHZ0RgiqCmFdIawpyIpEwXRojwTYsyHGkbFcwzuPx/qSnJwqYDuCgOolRAoBhuVgOS6tYc9kMZUz+er9x3BcwaZEmJ3rooxnTYZTBRJhnT97Xs+8fZv8EkWrx1I9VBcSYbnY332lUw7m84GuZvqDL5h8lp1mzRTlB8vvBtNM5k2iAc+ckDdtgqrC9o4Ikiw3vPNwXcF9h8fBFSiSp71KkhdopElgOYJ0wSagSmQNi7Cu1ITsro8FCOsyvWM5vvGr43zslXtR1dkL80cCCq4QDCXzxMP6jHwTv0TR8rJUD9V6u5K5knaXojTVSqUcNOoDXa30B39l+Cw7zWqx5QfLl35xlJOTeRCgKvKMTPdGdx7HJ3KMZgw6WgIMpYqYtoOuysiShCR5VdEN20GVFXRVZlt7pCKUpnJmxRdm2i5D6VH++o79/Oll2+s+4Mp1BAdTBdIFm4iuEAuprI9596wqEiOpIvs2J/wSRcvIcjxU59thLFV1/JVoB9+MD3Q1zM2+YPJZEZrVYvd0x3n7lbsYThUJafKidh6Zos1k3sR1RSW6z3KcUga+l5PkCq89R0hTCAe8802Vst+LtkNYVwlqMumCzROD6br+rWotdGdnC0fGMmSLNsmCycnJAoHSLstLzIz7gQ/LzFI+VBvdYay2b6YRmvGFbWuP+DsmnzObZrXYno4o52+K83h/iu5pQqkZDXQ4VWQ4VcQVgrZIgIxhlaqhez2jNEWiLaxxw3O2ctcTo54pJqDQO56laDuVHCbLcdFVme2dEUbTRo1WWU8LtRyX/f1JXBdc4SJL0BULEta9Xjw7OqN+yPhpQDM7jHoK2GpWx69Ho76wR/uS/L8HTqxKHp4vmHxWlGa02KVwZLuu4H96x1FkCUlAWFeIBBRMx8W0XXKGTUBVuHbvRv7XJVs5NpHn8f4UXbFApSo0SJWqFu0RnVhQQ5HkGv/WdC1UCMFEziCkK7RFdCxHYLsu522M0RJcWCVon9Wh2Wi7sgK22tXxZ6MRX5jluNz+UD9FyyEW0gmEZBwX9vclVyQPz2+t7rOmKWug52+KkyyYHB/PkSyY7N3U2tDiOD6R4+hYjnPXxwioCumiheUIVFkmoCropcoSz+5pQ1VlXnXRJtoiOr1jOUzb2+VYjku6aBHQFLaVCs+GdKWmLFJFCy11Gs0U7Ypg00uRhRIStiMW1RLbZ+WZ/ttOZ/pcADg4lOb2h/sZThXZGA+xvTNKa0jn8X7PJHhgIFU51rZdfvHUKLf9to9fPDWKbbvLej9lX9hQqoAQte3Ty5YIw3aYzBlkijZPDKV5rC/FE0NpMkWb/qk8dzw8sKyt1/0dk8+SsNAWA42wGEd2+aGyrSNCSFcqnT/LeVHt0QC6IlfaFJQF4dfuO8ZQepR0wauu3B7R2Tatpl+1f2u6Fmo5te0O7HJV6ZKfyQ8ZX3vMNoebjbZrxvT3vf2D/NMvjjKYKmI7AlWR2BgP8qYrdvD7F3Qvy33OZ4kIaDKZoiBZsHFcl7CunqpXmTdRZJlHTk75tfJ81jYrURNuIY5s1xUk8yam4zCWMeiKBUhs8Vp0WI6LpshIQKpo1QRQ7OmO87FX7eWv79jPE4NptndGaAmoZA2HiaxRiazbu8lrc/BYX5JIQGFHZ6TSabS2/TYlM2DAC+DADxlfa8w2h195YTchXaE1pHFsIut1pa3Tabba19mo6e+f7+vlSz8/SsHyih0nQhqG7XJyIs/ff/8gwLIJp7mCkc7b2MLHf/QUjhDEglrlHjRFqrR9GUwWSBWsZRkb+ILJZ5Gs1ZpwlQfNSJahVJHesRzrY0G2d57a9QghODKarRtAoaoyf3rZdj53z2GOj+comA55y8GyPV9RWFeIBjRu/t7ByoMsEdZRZYkjo1nWx4K0BFUmsgaSBCHtVJVmv6vt2mK2Ofxg7wT3PDFCeySAabsMp4uMpg3OXd/C+nhoVl9nI8EFR0aLfOGnR8gaNooE6YKNYbu0BDXWxQKMpg2+/Itert2zYc6cucUwmyXil4fHMByXsKbUFay6IpO3HNLLKJh8H5PPgplusogGVRS51I12XZTJUofX5bRF16P8oHm8P0VrWGdfdythTWEwWeDRviTjWYNs0ebIaHbOAIo93XGu3buBrGEznjOxbC+CL1raPT3Wn0RCYltHhNaQzmCyABJsbA2SKrXcliQJVZbp6YwQC2kNXddn5ZhtDluOSypvMZk1SRYsdm+Mcd5GT8H63WCa3w2mZvV1Vpv+6jGcKnBiIk+6aCMEuMLzY2YNm/GsgekIYiGNgVSB+4+OL+v9ly0R+za30tPptX6JhTQCqoxhO8D0tSsq/dVidQq8LhX+jslnwazFmnD17PvRoMoFWxIcHcswnDbY35dkV1d03koArit4tC/JupYg53fHKz6Aw6PlJmoSI+kCG1uDNf6D9kiAt71oFznDYThV4IHeSY6MZTk+nvO72q4Ss/mP6s5h4fXrMhyXtqhO3rAZzRgENZlnbG3lxESeno4of3nlzpo+XmXmTLR1XQ4Mek0wAWTJEw5CeDt403ZJ5i06ojrpos1Yxlix76hMPKSxMR5iqGSuq/Yx5U0bTfYq68d9weSzFlmLNeFme9CoiuQ1JAwHMGyHG5/bw3N3dc65Y6k+V9npnSlaXkWHgLcoUwWbTNEmFtIqwvjIWBZZkti3uZV9m1u5avd6v6vtKlLXf9QZ5dKeNjJFm2TeYn0sWDk+Y5yKqLRdLyLzwEAKWZJQZImQJtM/lUeWpLq/41zBBcfGs+QNr/KIURV9J5VKZTmuoGg55E0bVZHobAmsyHdUzbb2CBdsacWwvbDxTNGhUAreaQvrqIrEhVuWt3KJL5h8FsxS1AZbaqYLy+qSQo4rkCVAgomcOa9wqCd4LftUtJ3AaxpoOaceMPWE8WqVdfGp7z8aThW48/EhvvvYIG1hnbGcQbZocc76mJdzVvqNHddlKmdWCv8GNQW71CdsKm/xWF9y1t91tuCCdS1Bjo3naA2pjGVNLEcguQKpXDVc8nYm6YLNjs4ol+3oWMmvyxtDlWCdzJlsSqgokoQjBJmi7VcX91nbLFVtsOksJvS8WlhajltTUkiVJYqWQ9awuf2hfs7papnTnFZP8GrqqWg7oFTW6JSr1o+2WzvUM+tO5Ux6x3I4rosQgCSIB1XGMgamk2RPdytaqfp8quDlvIV1uZTD5JWwCmkKSdviviPj/P4Fsz+g6wUXHBxK8dsTk8iyTGtIZzxn4AiQXYEElFUcXZV54xU9lcCH5UzHmG3s1YI1Zzl+dXGf04Pl6Nuy2NDzamGZKpg1JYWEEJiOy/p4kKLlzFt5oZ7gbQmoxELlaDuJ9oheEUJ+tN3aYoZZt+Q7KtoOrWGvGkem6LBrXRTbEaTyFodGMjxjSytqqcWKpsrEQjpQniOCguXQEfEi5+bzn07fLbtCEA2qZA27Eh2aLJjYpXqNAlBluOmFOyuh4iuRjlGP1awu7kfl+SyKRiszuK6gdyzLY31JeseydSP1aqLpQnol2q1etvxslIVlQJMZThvoilyJeipXb9jeEWVja3jeygvlc7VFdI6MZskWbRwB62NBHBdsR9AVC+EK/Gi7Ncj0ig3posVkzkSVJSxHoMieKTakK5y/qZWOlgBTeZMnR7JEdBVVkUu9u6RS8V+XVMEiqCrsXBfFsJv3n/Z0RHnG1jaEgGTeJKgrbIwHaY/ohHWZiKZwzXnr+bPLe4ClWROLoV7U3krg75h8Fs18mlUjGt9StiPf0x3n1Rdt4shIFkcIskXbq/JQVb3BcUVDgRmz+QquOKcTgWAqb/nRdmuUlqBKQJUZyxQpWA4nJvKk8pZXN1GyUWXQVQVNkYmFNC7Z1saTwxle/+ytdLYEuPXuwyTzJkXLrTj/y61XNEWmaDkk8yaP9SUb3k3IssQbn9fDaMbLrcubXkdlJIgGNLZ3RnjT83fOWhgYZq6Jc7taODmVX/SuZqXNhXPhCyafppltAtczaRwYSPHZuw8xlCqSCOu0R3UUSZqRgLvUoef7NreyqyuKpihoiucHagmqlXM34wuaTfACi17Ia+lhcKaRNWwmcgYnJvKYjudTEghUSUKWoGC5uALsUvBKwXKJhzUu2upFnP380FiloK/tCDRVpiWgIoD9/UkAvvLLXkxbNGVe29Md5/3X7ub2h/p5fCBF3nIIawrnd8d51cWnPt/Imnjk5BR/fcd+xjLGosx8q2UunA1fMPk0RTMT2HUFX773KI/1p5AlGEkbKLJELKSyvT3CRCkBd/eG2JKHnm9rj7Crq8XzD61bfGDGbIJ3MdF2a+1hsJJMF8hbEuEl0frLHBhI8YWfHvGuJQRCeCV1DFtQtFw0RUJXZTRF4vhEnkRYm7WT8kjaqPhPs4bD0bEMYxmDzpYAiXCg4ldtptpJI/6b+dZE0XI4NpGjaDnsXNey4Kora7F6y4oIpn/4h3/gE5/4BMPDw+zbt4/Pf/7zXHLJJStx6VXnTNKIm53Adx0c5v4jEwghiAa1U4UgcyY5w2FHZ7SyC1rq0PPlCMxYStbiw2ClmC6QLcetVBPQFHnRArraBLa9I8JI2sCoCvO3HK8PVyKsoqsyEzmDA0NpNsZDdTsp15hxS1FynS0B9m5qXZTJeb40gjnXhBAcHs3guoLtnZHK35sdx1Ka0JeSZRdM//Ef/8E73/lOvvSlL/GsZz2Lz3zmM1x99dU89dRTrFu3brkvv6qcThrxfAK02QnsuoLv7x/CsF06ozpyqfBldSHIoVSB1pBGpmhzfnd8yUPPm+2au1LUfJedEbKmQypvoqkyOzsjHBnLnXa9mhpVwKYL5KLmsL8/Ra5oEQ2o7N3USkBTFiygXVfwy8NjPHIySSKsYTkCWZLojOrYrrd7MiybnOk1iixYDqbt0tMe4Y1X7KjbSbl6Z5PMm3zll70kwoFlr3YyVzpGumgxkTPpiAaIBWsrMDQzjrVYvQVWQDB9+tOf5sYbb+QNb3gDAF/60pe48847+epXv8p73vOemmMNw8AwTpXgSKfTyz28ZeN00ogbEaDNTuDjEzmGUkWCmuzlaUw7PqyrTOVNYiGNlqC6bDuc1Qx5nY3ydxnWFR7uS9a04YiFVNbHgqvyMFgojSpg05UbgKdG0jiuy7pYgHTR5sRknou2tLJz3dzaej1BWO6B9MjJKY6M5ojoCqGAgisEjvByg8D7vyRZnNPVgixJ5C2Ht125i53rWureX/XO5rG+JKYt5uzNtFTVTuZaE71jOVRJmmGmbnYca7F6CyyzYDJNk4ceeoj3vve9lfdkWebKK6/kf/7nf2Yc/9GPfpSbb755OYe0Isy6uwgodMUC9I7l+Nr9x/jYK/cuW+XgRmlUgDY7gTNFG1mSaA1rJPNWJZeojCJD0XLZGA9VdkHLtcNZa5UXMkWbyZxJMmd6VZyr+93kTHJFm9aIflr0ampGAZuu3KQLVqX0jyTJhHWVVMEiY9i0BLVZtfV6gjAR1hlNF7FdQSIcIBIookgS2aKNYTs4QtAe8fKRPCVAJh7WGE0b7NvUSk9HY/NjpaudzLYmdm+MEdQUgmr99djoONZi9RZYZsE0Pj6O4zh0dXXVvN/V1cWTTz454/j3vve9vPOd76y8TqfTbN68eTmHuCzU211Ul8YxbZeh9Ch/fcd+/vSy7Uum0Tfrz2rGPNfsBC4fvzEeomi6M4pBZooWAVXmpXs31IxxLe5wlppIQGEqb1KwnFKS5al+N/GQxmTORORNIoH6D521QrPm3enKzfRmiqosUXAFVqmGXD1tva4gNGwe6J3AtF2etb2NRERnIOl9j7Ggiu0KL4G2YBHSlFL/I42RVJH2aKCpnfhyVTuZi3prYksizC0/fGLR41iN+2mENRWVFwgECARWvmjhUpMqWKTyFkFFRuAl5v1uIF0pjRPUZNIFmycG0/z9nQdZ1xJgKm+teLhnM+a5Zidw9fHnbYxxbCJHumBTKNWr0xWZS3vauWp3rdICa2+Hs1xIgBBeAc8yQlTvKxtnLqVkuQJwmjXvTlduapspSpUuv4btMpk1MB0v2GC+zrBC8r4zWfLGlIjobO+IkjNSpIs2YU2hiENQlUkWLFRJojWksW9zoumd+GoF1dRbE0sxjrUaJLSsgqmjowNFURgZGal5f2RkhPXr1y/npVeNAwMp/t8DJzg5lad/qoCuyhRtry9L2ZRgOW6lXfeBwTS9Yzku2dZGOK4uPtwzFsQOCLJFi98cn6R/qsBfznKeZsxzzU7g6uMnciZPW9eCLbxxTRUsNsZD3Pi8njNqJ9QoOcMhEdKZwiRd9HaSiuyZmPKmXeqYqpMz6vfzmS5ocobNHY8M1FVKgKYUlmaEWLPm3enKTUvQK+9U3tmki17juSeH09iOwHBcNidCZA3v87MJQsv28pEiAbVS7b0torOnO86x8SypgoXpCLZEAzyrp53Ld3awb3PrggX0WgmqWapxrJX7qWZZBZOu61x88cXcc889vPzlLwfAdV3uuecebrrppuW89KpQFhATWYNESCNj2EgIcoaNKntl7nVFLrXZ1hnJFJEkT9MTcKrJ3gLDPdsjOk+NZmoqaY+mDb5yby+3vvaCGedp1jzX7ASefnz5wXjJtvazukJCS1ClLarTHg0wnC7UBD+0R3S6YiEEoq5dv16o9UTOIBpQ2dFZm8vyxFAaBNiuaCgAp9ldd7Pzp55ys7U9QqpgM5QqVsoDyZIEkiCie5/7wk+P8LYX7cJxRV1BWC6sC7XV3tsiOolwgpG0wVTe4B1XnjNvq5NGWSsm56Uax1q5nzLLbsp75zvfyfXXX88znvEMLrnkEj7zmc+Qy+UqUXpnCtUCYldXC1N5r4dLzrC9qsGuSypvEtAUAprCuliQwyNZogGVYukBU2Yh4Z5hXeF3g+maStplX859R8a56+AIV++p3aUuxL7c7AReaxN+LVD9vV+4uZWs4VVC1xSZaEDh6Fiurl1/un8lGJP57fFJJrMmjuM9kKOy6ik3eoSfPjUGwAue1lkJ159N8VlIFOlC5890ZWVjPIhlOxXFzRWedWFbewRVkSrBQm+6oqeuICwX1h3LGARUuabaO3g9tC7a0rZkQqnMWjE5L9U41sr9wAoIpte+9rWMjY3xgQ98gOHhYS644AJ+9KMfzQiION2ZbmYomxIODafJmw4CgWELOqIa56xvAeEl+WmKNKN1Aswfplk2uTx8YopkyZFeXUkbys50ldG0yTcfOMGOdZGajpsLtS83O4HX0oRfC1R/70fHcmyIh2gN6xRMh6Njubrfez3/SrpgUbBKXVZNh2PjORJhDSSJrOngCq9QbtZwiIVOza96/sOFJFk2Mn+etT3B4wOpGoWkXm7Ql+89iq6qlfJRtuNW/JLlYCFXCBJhr4V9jSCUJLa3RxhNG7glH53jilX3k/gsnBUJfrjpppvOSNNdNfXs7d7CbOOBY5OMZw0kJDbEAyTCGlnDRpYgZ9h0tgRmmG3yho0jBAPJ/JxFUZN5q1ILrLWmPD8YlkOyYGG5Lo/0Jfmb2/ezrS3C5btO2djXon35bKDZ772ef+VUVJtCWJdqQq0t260UB63ejZepVnwWk2Q52310t3rmyG8+eLKuWXB6bpDlQHcigCJ7PZOqd//lYKEnhzLEQxqqIs0QhBM5k3M3tFQCiUYzhj+PT2PWVFTe6cxs9vZkwUYIMEslUZ4YzjCW9YIUBOAKzyRS/UCYzBo80pdEVSS+fv+JGc7sapPL+liQiazBcLpIqmCiKhIBVcGwHCbzJqbtElRlFBmGkkUOjWS558lRtnd47ZPLDwrf3LbyNPO911N8qqPapodaa6pc0VGm78ah1v+z2CTL6fcxnCpy20N9TOWthsyCNWsnoFR6JpV3/+VgoW0dYfomvR3QxniA0UyRkbSoEUD+PD4zOKMF00rWqatnb5/KmRwYSFGwbIKaUgl0GEoVmcyZ7NkYx7A9bU9XFUK6wnCqWKlcfO76OOvjocqi7p8qENLkGSaXns4oEzkTs9TsrD0KyYKFaXvFKoOaQsawkSWH1pBGobST2t+XrHlQ+Oa2ladRM2c9xac6qi2kKZ5JuJSwHS0HEeAldlcz3f9zfCK36CTL8n24ruC/Hx1gKm+dmqNCIBC0hTUGUwVuf6i/xixYvXa6YoFK0m25uWPOsAioCgcG0mQNh5OTeXZ1RWfs/svn8+fx6c8ZK5hWuk7dDHt7LMiRsQw50+sF1BJS2bMhhqbKmJbDYLpIT2eEV1zUzbdLob7DKYeBVIGAKnPB5lbaol5OV9nWf2AwxWTO5KLNiZod1qZEiJOTAUbSRQzbYSonYdouIU0mHtIYz5lIEiTCOpIkIUled86uDS2Mpo3Tri7b2Ug9xUeSpFK+TpKpnElnS5CwppAt2gylCvR0RkBQ8WPN5j9cyiTL6WbB6sRyx/UE1I8PDnNpT3slGKd67fSO5bxdviZ7zR0LJkXbJV30LA9KaSPouoITk3kyB4bZ1dXiz90zjDNSMK1Wnbpqe/vj/SlG00YlX6ncoA6AoEZAUzky5kXl/d21uzk+kePJ4Qxfve8YG2JBoqGZhRkTIY2TE3kcIWb87ekb4l6HzbxNV0xnLGsSDXgtnIU4JZSASs6M7YhVK9Lo0xyzBRroiqd8KLJX/un4RL7GtAXM68dayiTLarNg2WJQHSlqOS5TeYuv3n+M7kSoMoby2vnafccYSo+SLthIUilHyRVIkkRAlSrdiAdTRS7Y1FrTOsUXTmcOZ5xgWu0y7mV7+49+N8wXfnqEre1h4iFthlN5evJqT2e0Ul8uFKj/s0RLVYSzRZvWsF7zt7aIzq51MY6MZdBVpVI5uVx5OFxVdLKcM6Mp8qoVafRpntkCDS7t6eDlF24kGlDrmq0b8bssVRBMJKDgCMHQVJ6+ZIGCVZ6r3vUkSSIaULyk4GnrcE93nI+9ai9/fcd+Dg6kKNourhC4loMiSciShO24hDVvfh+fyHPOuqivWJ2BnHGCaS2UcZdliXPXt9Ae1VFluW7133p2+/kSFlXJS8Cdypt0J0IzTC550+bq3ev5o2dt5vP3HOHYRI4tiRAPn0xVyr6Uj2uP6KWqAatTpNHnFM34QhcSqNKoH2uxQTAHBlLc/lA/Q6kCybyF7bjoqlIypSs1c29be6TuOlRVmT+9bDsf/cETPD6QQldkr/Os5AUQeWZxDVnyohBt4SXd+orVmcUZ9zRaK2XcF2K3n/cz6SLP3NpG3rRnNbm86uJNnNMV401X7OBz9xxmNGMS1GQyRYtIQCVvOgQ0hW2lasqrVaTRx2MhvtDlzAtb6Lmrzec7O6M8MZRmMudg2g6TeUEsqGG7bmXuhQMqoxmj7jrcU2oxfmQsi+24OEIgXAhqiqe8qZ6QK7heiStfsTrzOON+zbVSxn0hdvtGPnPj83qA+f0G1aaZR08mSRYsknmL9miAneui6IrMkdGsn3y4ilQ/zFuCKsGgii1E077QxUSfLkXkaj3zuRDw0MkpHMfFtF3SBYtNiSDbO1toi+hki/ac6/CCza2cs64FRYbe8VzJfK0hSV7UoV0quTVVsLhkW7uvWJ1hnHGCaS2VcV+I3b7RzzTqNygf92hfkvuOjDOaLpLKWxQ1x08+XEXKD/P+qTyW49I/Vaj4/lqCCnnT5vaH+glqMjnDmfU3Xkz06VJFrtYzn3e3huibynupEIqMJMHOrhbiIb2hdbitPcLOLm8dP319jAODaa9SuK6iyF6ZIV2RZ7RD9zkzOOME01op417WRB1X8MfP2gIw5wOmmkZs/Y2aXMrH9XRGefkF3X7y4Rrh+ESOR08mmcya2ELU1DecylsIAd/fP8j+gRSKJM0QGq4ruOvgMF+9/zg502Z7W4RQE9XpG41cnW1HVf3+QDJfYz4vh4hnijaG7VIwvSLG41kTRZIbWofTq9Pv6IwylCowlTcpWl47jEt72rnxeT2+YnUGcsYJJlj9Mu5zaaKrGTnk16xbO6QKFoOpArbr1kStaYpEUFUYSRcBOLdLZkMiXCM0rt27gUdOTvGTgyOkCzYRXcG0XXo6oiQi+rzRp9Wmtx2dEbKGQzJvoikyOzojHB3LccfDA7hCVHLsqufxBZtbebQvWXnfKe2AgprXhbYcIh4JqIQ0hcm8iWE7PDGYxlrncuGWxvogTV/HrSGNWEhjYzzES/du4KrdXb5idYZyRgomWL2q1kuRQ7XSycE+K0+6YGHYXuhzbWtAQcawKs0DlVJLh3K6w/7+JJ/6ySFiQRXTdkmEvVSEyZxJ3kixpztOIqLPGX16qiK9yiN9yZq2G7GQyvpYiEdOTvHUcBrDdmvm8YO9E3z/sUE6ojrr42ECIRnbEfTZLvv7U8SCak05ISELwrpCV0uAgCrT0xnhb685F1WdWSapHn65rLOTM1YwwcrvEJYih2o+wfbWF+4kpCscGskAEud0RWsqhvucHsRCGgFFxnRcgkJUFWb1wp/BS4TWp/2uBdNhKm+yORFiJG2gKV46QjykkSpYlQrjc0WfZoo2k1mTqYJXS7HajDiZM8kWbYq2Q1dLkH2bWytjiwQUbMclU7QoWA5jWdNruYuEKksUbZtc2qYzGsAV4LguedMmoCmcsz6GrsiM/v/tvXmQZFd54Pu7a66VWVlLb9XVu4RoWt1aWCQhY4TFWH54kS2IeYttYTx4CfAbG8aD8MAQhB9P9gR+9hg7PPjZRo4ADzNhSdYzmBkwAmQECJDU6m6klnrvrrVryz3zruf9cTOzq6orqzKzMiuzqs8voiO6unI5t++559u/L2dxeaEou9NLVmVLC6aNZr01VGsJthNjaf7tF49TctzadNN4WOeNe1P82tsOSmtqE5GMGOzqjzCRKS+ZYms7XtCUVVOImjqmca3sIVd2KToehqqiwJKx5BC8vtphXEGpm/UWC2kslGzKtkf/oo4ghqaQCBvM5S1KrsfRkfCSfTy2UOLyfAnLFViuR9nxUBRQCDoyIASegILt4XjXBh9Wu554vtiQUo2N7JEp6Qw3nGDq5KZdbw3VaoItXXSYzlpkSg5RU6u4SoKxGc+8NsvVrMXHfvrwuoWTfKg3hn2DQXd36/wcrifIlq/1kjM1BU1TGYqH6FvUBcTxfBw3EETJqLFoLHngzqt2GLcdj/mis2b2qQCW134rChUhA2HjmrttvmBzejJw7VX6suILED6oisDUVVwfhCdACA5ui9eKuKt7uV2lGqslZHzt5Sm+dGKSyUwZdYWkEcnm4IYSTJ2O3ay3hqquYBOC87N58pZT+x5TD15jaCrZssP52cJ1XZubRca2No4lWWd5i5FUFE0F1xP8aCKD4wn2DUaXSA5dU3B9n2QkRCJsVBq4ZmoWl6h08Z7IlldNoy5YXtA7UdgVReeaK69ou0RMFV+I4HWxoMziwmwe2wuEEqI26glNDYSU54OhKriewPJ85gsW+wajNaHUaKnGWopRvT16dHeSf3xpgucvLuB4goipkoqZ7EpGOt4jU9J+bhjBtBGNXddbQ1VPsOUsl/mCjRCgqwqqsnQaadTUKdouJ8YzLbda6lbj2xuZ5VlnBSs4aO85OMR0rrxkHErJ9pjOlOmPGkRMFQG1KckXZvNkS05lUq3Om/YO8NCd9ZWJvrDOQMxkMGYylS2TLbmU/KrrLcS2hMm5mQILRZtd/WGmshZz+WDWF4BPIJRUhdoe94QPvoKpB5l5U5ky01mL4b5Qw6UaaylG9fboN1+9yn997hKVUVTomoLlCmZzFmXb5w27ErLZ6ybjhhBMG9XYdb01VPUEm+P6OJ6PX3GvGNrS92vqNVdJK/77bje+vZGpl3X28mT2unKHY6Mpjo0m+fKJydr+SkYMbt7Wx8W5AnsHdd731v1rplEv3md3jPaTtz0c18fQVeKmxtmZAm/aO8BUtsQ3Xp3Bdv3axOXFje2FuGbQ+T7oukI8pHPL9j7OzuZZKFoULLehUo1Gkn6eeHF8WXcJwULRYjJTxnIFigIRQ0UhaPbqC4W85chmr5uQG0Iw1Y3dCEHecokYKifG0pyfzXNoW9+6vms9NVT1BJvt+Xhe0IIlaurXxZ88PzgtIqbWkv++Fxrf3sislHW2Wpr0weH4dfvrzfsHG67RW7LPKrOaklGTku1xdqbAQMzkHa/fxn/9/mWgKnwC551a8eVVwlD4lb2nqhDSg7jYQMzkZrWPf/Nj++mPmmvGKhtRjB77zkWms+XaHp0v2JyfyXFloVTLYvQrcS9DUzCUIMPRVRTSRVs2e91k3BCCaaXYzeIBZq7nY3s+f/LPZ/iNH185u63THaAXv/c6waar7BmMMpkp43gecK32pdqxWVUUjo4kW2q11CuNbyVLqZcmvdL+2pOKcnmhyEtX0g13F6mnQD14+y6efHEc1xO843XD5CyXk+NZcmWHqBGkfPsCVEVB18D1A6s9ETbYNxhlMlvm6O5+fuym4Yb2fCOK0bmZoIvKrv4o85U5T0XbXSIYPR8s10dVFDRVQVeDlHXbU2Sz103GDXGXlsdulg8wMzQFHLg4W+BPv37munjKybE0jz17kXOzBXxfkIwYHNreuQ7QKx08ecvl//6nVzg9mWO+EAwBhCArzxdwy444D925uyVXW680vpU0zuL9dWo8w6e+8krTSSv1FKglgkJVSURMDu9M1J6ZZDRowur5AssV6KrCtniIfUMx5gp2022/GlGMfF+gqVC0XC7M5rFcj4ihUbQ9FEUQJMwH7kXb8wmrWpBh6Af/Lpu9bi5uiJNmSezGjHF+Nl+rThcCsuVgRswbdiVq7Viq8ZSnjo/zR199lYWig6EG8Z1s2WGuYHU0KWAlwfaxdx3mL585zw8vzZMpBRl68XAQ7F5Pz7BeanwraY71Jq2stM9WEhSpSqLF+dk8maKDrqnsSJooQMTUiYd0BLTU9qsRxSgZMRhOhHhtKke2VM1CDBIwVCWwljRVQSDw/OCPQuDmVhRks9dNxg0hmBb71E9NZpkv2EQMDccTtcr0fUNxVFVdEk/JWy5/9NVXmc/bpGImhqbi+kFcynF9oLihSQFHRpL8P+85xrfPzfDyZJaIofPWQ4McGu7ratKGpDt0KmmlnqBIxUzujKaYypZZKDr8zv038daDQ1xeKK6r7q1RxejB23fxqS+/wsW5IilNRVcVNFXF9gQKAlVV0BQF2/NxXA9PgKmpvPXgEL9Wx0Uv6U1uCMEE13zqn/3WOS7PFQHQVbVWmZ6KGpX+ZR7posNC0eYLz10mXXQYiJsYWrVu6Fr7l5Ltc2Z645ICrkun1VVOjWW496Yhjo32r6sYttuNbyXN06mklVUFBYFFdceeVC2GtN6936hidGQkyfveup9PfulHlBwv6G6hqyBAUQEhsF0fBdA1lcGIya/eu59fvXe/VKo2GTeMYILg8P2399/ERKZM1NBIRAz6wjoLRYcXLi+QLbnYro+P4LPfOsfF2SK6qqKryxtOXqsdypScDUkKWO6ysXSP167mOD6W5uunr7J/KOgksJ5iWNkwc3PRqaSVbljQjSpG7zy8ne+dn+MHl+bZlQhjGhqO63NhrkC25OAJl4Sp8WM3D/Mr9+zj1t39bVujZOO4oQQTwIGhoEr85FiGkVSEhaLDqfEMlusRNQP3XipscmW+xGSmjKGri/qRXUNXFfJe4D7odFLAcpdNuujw8mSWsuvRHzEoOR7pksOJK+l1x71kw8zNw4ouNyHIVVzNthdY1a3sz1YtaN8PupS8Np0HBDcN96Gojc0ia3QO2UN37mY8XaooaTrJqMnNmlqp5Yo1VMsl6W1uOMG0WBs8Mx1kuC3O8IkYOq/bEYx0vrJQxPWCDsnVfmRVHM/H8X0ODsc6nhSwxGUDS5I3QEFRFEq2x/adfVzNWrIY9gZhucstXXSWlEBYns9oKkLeas2ib9SCrpZSHL+S5ksnJjg9mSNvubX6uqipsa0vzEDcXDNbcLFiVK9Eo57QfNO+Ae46MMCOZJiLcwVp7W9ibjjBBNe0wb959gLnZguoKDieYDAWYv9QjFTMBCEYioeYyVloirKkA7Tn+ywUbAbiId57z76Ob/7FLpuc5ZItBSOmq7VMwZoEridkMewNxGIl68RYMA3X8X1CugYKxMzg8f6zp8+2bEWvZkEvbpp6bibP5YUSZdsL5keFdGzXwfGCuA/AYDzUcLbgWu2JlgvNqUyZ756f5fPPXZZ9HrcAN6RggkA4/dJdezk7nQ+GmJla0Mm5ahUpCjdt6yNd6eYNUHQ8yo6P6/kkIga/886bNsSHvdhl47g+nh/UjlSpDnkzNFUWw95gHBlJ8lvvOMRHHj9B0fEI6Sq+YElSTztaSi23XvKWy1/9y3mePTuH5Xg4vh+Muqi0Hs+UnKBTSUjHdjxylstUtsTto/3XlWQsp9EU+KrQrAox2edx63DDCiYIZuIkowZhU1+xfiJsaOwfjLFvKMorlTRz1xeEDZXtfSFOjGW4aVtfxzf9YpfN9kRoyRyeaueH6oiBgiWLYW80YqGgKev2RCRox6OpS8ZNrNeKXm69OJ7PbL5cmwnWHzW4mrOCURgIdE3FcfygwAgwdA3H84MhhJa36nqaTYGXfR63Jo3NN96iVA/8yUwJsbg7JdfqJ/YMRHE9wVTGwvZ8TD1op5+IGJwcCzS7U+OZjq6z6rIZiJlMZy3ChkrBcnA8j2zZqdVhAUxmSty0rU8Ww94A+L7g/EyeFy4tkCm5DMVNBuMhEpGl8dCIqbXcJ65qvZwcy9AfMdk3GGWhaDOXtynYHqauUnUpV+c0OZ4AJeio5/sVJ4QQuL7A8fzaejIlh/MzeV66kub8TL5mlTWaAg/NpcxLNg83tFq9VlqsrilMZUpcmCuiKrAjEcYTwdC+jW6nvzjge/xymnTJIV10GIyHOLQtjqmpnL2al8WwNwiLrZhM0eHKQpF82eHmHQkGYuaS17baUmolayRXdig7PvGwwXzBpmi7JCPBFFyFikCqKHlCBMJJCAUqgwwNreKS9nw+/91LXM1bS+cqjSSbSoGXfR63Jje0YIL6abG3jiSZK1icnymgKhAPG6iqigq1Att2tNNvtTns8Stpvn12lqvZMpmiQ9nwZDHsDcLyGMzORJhs2WEmZ2F7aY6M9NeE03paSq1kjVRjnCEj6LxguYEwCukKrhcU4CICpc8XQVsgx/VQVIWBmEk8pHFyPEPeCpIklseEXpvO4Xh+w30bZZ/HrYm8W6ycFusLwSf/8WVS0cB9pi8RFkGBbabkrKudfisTY6sB3wPDcR68bUQWw95g1Iup3LIjwUk3Tabo8Np0jjfuTVF2/HUVxK5kjRi6iqYqKICpqxRtD98TJCImthu4uwPhFAilsuOhKgr9IZ0diQhnr+bJWy7xkF43JmS5HhPpIjdt71uzb6Ps87g1kYKpwvK02JeupLEcn8G4uSTZoIquKpR80XI7/dUyj16bzvHuO3av2WZorWLYZqwxyeagXkwlFTO5dXc/p6eyLBRtTk/l6I8aDRXE1tsjK1kjfSGdRERnvmATNTUs16foePSFDQZjJtP5Mp4HKAqmFsxvqtYxCQT7huL4AnanonVjQmMLRcKG1lDXCdnncWsiBVMdqg+lpii1B3Fxka3rB4P7WmmnX0/rdTyfTMlmatri7HSem7bHuWl7X0u1GK1YY5LeZ7WYSipm8uZ9A5yeyvHLd+/ljr2p2r48P5O/TvistUdWtEYUhQNDcQrlNJmSw2DcJGZqLBSD2FMibHLb7iRvOTDI6EDkus4PmZLDo/90mohZPyZkaCoP3bmbk+OZhrpOyD6PWw8pmOqw+KHcPxgjX3ZZKNqYejD6Il92CelaS+30V9J6F8+I6gvpeEJgaFpLtRjrHYUg6V3WjKk4PsmowR17U0tqfJYLn9tG+/nyick198hK1oihqSSjBpqmMBgLoasKiYjJrmSEnz66c9V2QOdn8g3FhG4b7W/KVS37PG4tpGCqw2IXwZWFIoqiYLlBLEkIgaGpHNudaumQv07rFWJJmyFfQL7sYmgKh7Y1V4sh6zq2Ns3EVFZTUL7+yjTxkM7R3f2r7pF61shdB4b4+dt3EQvpTQmCZta/kqt6Ndej7PO4deiYYPrUpz7Fl7/8ZY4fP45pmqTT6U59Vcc4MpLkXUd38kdffZVs2SGsq0QMlZCuETU1TKO1MrDlWu/iNkNCBAFjXwisSiuXZgokOzUKQdIbNBJTecv+FC+Npfn8dy+tqKBsFyFenc6hXdc1f+U90k5rZD0xIemevnHomGCybZv3vOc93H333fz1X/91p76mo/i+4PiVNNv6wtw6ksT1BIau0leZ1tmq9bFca6ym4Hq+T7roUnI8dFXh1aksk5kSewdjDWf+tbOuQyZP9AbL78PhnYkVrZiR/ggCwecrc8SuLBTpjxgMxUNB/8cKricwVJWi7ZIruyQixpLvW2mPtNMaaSUmJN3TNxYdE0yf/OQnAXjssccafo9lWViWVfs5m822e1lNsdj6WO4PV2i91ctyrbEvrOP5PnN5D9cX6FpQ86GpKvMFm0zJZVcy3FDmX7vqOqR22husdh8+/q7DS5qY/v3zV1goOuxMRgjpKuMLJXLlYKzLkZFkTTgZlTip4wadGJZTslw83+eFywuMp4vcvL2PA0Pxts9fatQKk+7pG4+eijE9+uijNYHWLhrR+uu9ppNV5Yu1xjNTOUqOh+35xEMaiYgZdIgGEmGdq1kLO2ayJxVd83PbUdchtdPeoNH74PuCfzg+zkLRqR3cvhCYuoqpKxRtjwuzBVJRAxSFvpAeuM8KNvqyOWPzeYvvX5zHcn3OXH0NCATAG/cO8GtvO9DW+96oFbaaexqgL2zwwuV5/uXMTG2qrmRz01OC6aMf/Sgf+tCHaj9ns1lGR0db/rxGtP7VXrOq9SEEM7kytueTLtr4vmj6gahqjf9yZoar//QKcwUbBVCVoDmr6wcNWuMhHVNXubxQXPNBVlWFX7h9hNemc7x0Jc2OZJjheIhSg8WWUjvtDZq5Dysd3H3ha/VGEUMLJi1bLn1hA0EwI8kXJtOZMpoSdKWfypR44XKashMMzUxWXHx5y+WZ12a4mivzsXcd3nClpKoghhMq2ZKD4/kYmorj+VycK5ApORQsjz/+5zN887UZadVvAZoSTI888gh/+Id/uOprXnnlFW655ZaWFhMKhQiFQi29dzmNaJvAqq/54DsOrWh9LBRszs3kmMpaRA2N//dfzrf8QKiqQn/UDBpkDsS4OF8gW3IpVUZZDMZC7BmINjzC/dR4hideHKdoecwXbCazZUK6yq5khNv3pNas65DJE71BM/dhJcteURT2D8bIFB2yZRdE4MZVUJjMlNidivKuozs5fiVdi/NcWSjg+T7xSrfy6vcO6Crpos2FmQKPPz+24UpJX1jH8Xx+eHGekhPEY30hKDsehhZ0YYmZGqmoIa36LUJTgunDH/4w733ve1d9zYEDB9aznrbQiLb5+PNjCMSqr/mHFyf4hdtHlmQQlR2Pk2PpoK1K2ODW3UnCemv1RlWqllnI0LhzT6o2GruaaJG3vKC+qYG4UFXQ7k5FObQtzmzeZipTImpqPHj7rjXXJpti9gbN3IeVLPv5gs2FuQKuHxzgni946Uqa0YHoEgXlZ47u4uJcgdNTWf78G+dwPEHU1JcJQ4VYyKBou5wcz3RcKVnuWs+VHOYKFvN5m4G4ia6qzOQsLNdHoIDtsj0RYUcizPZE60lJkt6hKcE0PDzM8PBwp9bSNhrRNk+OZxDArjU00lhIv5ZBNJ3ntatBPGhXKsL+oXitWeZ63FxL4kLb4vSFr2VJNRoXqieMdyTDbE+EaoL2yK5kbY7NSnE12RSzN2jmPiyPKy4Ug4QHy/WIhTSE8ImaBn1h/ToFpRrnCerzgs/WV9i7uqqACIZldlIpWe5aN3WF+YKNrqokIwZF28PU1FqLMNsVKAj2DUZBUdaVlCTpHTp2uly+fJn5+XkuX76M53kcP34cgEOHDhGPd3azNKJtFp2gFfJqrVGqGumx0f5aLOiP//k1UtEQ2xOhJQJtPW6uRmo7fv72XasmcTTj+inaXt242uGdCdkUswdothC1un/OTOeYL9hYrkfE0CjaHlHT4MhIkv7KNNvFCkqVvrBeexaW94Ws/ptAoALj6WJHygdWcr/P5CzGFkpEDY0D2+LM5i3m8jaOF6wxYmiYuoquXavJklb95qdjguk//sf/yN/+7d/Wfr799tsB+MY3vsHb3/72Tn0t0Ji2GTU0ROXvjVgG1ViQqWkM94VWzA5qV5be8tqOY6NJnnhxfNUkjkZdPy9dSfOVU1Orxt5kU8zu02whanX//M2zFzg3W0BFwfEEg7EQ+4ditVTxesrTvsEYt44kuDJfpGi7S/pCgiBTtLErU2gfe/ZS28sH6ln8hqYQ0lUc32cub3PHaIqpbJmT4xlCukrIUMmXvSVp79Kq3/x07M499thjTdUwtZNGtM1bR5IIBKfGsw1bBp12c61U25G3XP7s6bNrpgw3sjZTV/j2mdk1M70+9q7Xy6aYPUCzhahHRpL80l17OTudZ3tfiJCp0RfSKyNkA+opT6qq8O47Rzk9meP0VI500SYWCvZRuuRQsj3ChsahbXF2JCNtLx+oZ/EbmoqmqhgKZEoOedtlZzLMRKYUuPg0Ba0ygBCkVb9V2JIqRSPa5kN37gZgIn2mYctgI2a/LK7t8H3B73/55YZShhtZ297BGFez5YbcfbIpZm/QyH1YHC/MlhwSEZ2wqTetPB0ZSfKxnz7MXz5zjh9eWiBTchBC4AlIRHTetHeAgXiQNbt8D96yvY/LC8WW90o9i39x2jsiGFRI+FqH8/m8zXAiTNTUyJddadVvEbakYILGtc1mNNKqwBtbKHFqIkMqYhAPG+iKwmS23PYHotnU7bWE8VsPDfLF719pKK5WvV4ZPO4+q92H6+rw9KBbyHzBXtKgFRpTno6MJPmTf30752fzvDadZzpb4ksnJtmViBBf1rqougdfvLzAv3/iRJAp12KXkHoWv6Io7B+KkymlKdouthekiy/ucN4fMbg0V5RW/RZiywomaEzbbMUyiBjBw395rggE2uOb9g7w/jZXxjebur2WMI6aGk++OC4z7rYI9Wr15goWMzmLE2NpDg73NR0jVFWFQ9v6OLStL4hJnpwmElp5T5QdjwtzBcqOx6FtfS13CVnN4k9FdOIhjaihki0HxbTr6XAu6X22/AnUiNbfqGWw+CC4YzSFJ0RtTlPRbn8GUCsxrdUEre8LmXG3RVitVu/o7n5OjKUBWChaTGdFy9ZEX1gnpKvM5MqYmlqrrUNRQAjOXM3h+4L9w7HaHm2lS0g99/tUpsTpqRyeL9jeFwIUtiVC/MzRXavOfZJsbra8YGoX9Q6C/qjJSCrSkaK+VmNa9QStHEO9dVjLzXtwuI900ebf/Nh++qNmy9ZE3nKZK1hcWSgR0oK07ERE58BQHE2FuYLNUDxEIryym6+Z8onlFv/5WZupTBlNVXjDriQ7kuHaXn38hTFGUpElQlZ2w986SMHUIN1o1dMJQSLHUG8NGnXz9kdNjo32t/Qdp8Yz/NnTZwGImkEHfFWBubxFtugQCenoirJEUVtpDc2UT1Qt/vOzef7kn8+gAG/YlUCtzI6qZ43JbvhbCymYGqQbrXp8XxA1NX7qyA7+5bUZLs2XKDkeEVPj6EiSh+5s7aGTGXebn06XLiz2EBzd3c9C0eHCbJ5syUVVFIqORzyis28oRlhf+ZlodQ2qqqAqCpmSw/6heE0oVVmpYFx2w99aSMHUIBvdqmexBjift1ko2ri+IB4K2sosp1k3hsy429x0unRhuYdgIGaSiqbIlV0cz8fxBLbrsiMR4dJ8se1raFQRzJQc/r+XJmQ3/C2GFEwNshE1TFUWJ1lETZ2Fkk3Z8RCAVRlJcHI8w3i6xG+94xAT6TL/eGKCyUwZFQibmnRjbHE6HS+s17G8Ou3W8wUXZ13uvWmI3Kmptq+hUUUwW3JkN/wtiBRMDbJRiQOLXSgHh2O8eCWN7QaxAqVS/T6dtbh9NMmJ8Qz/9ovHSRdtbE8QNlRSUZOdpi7dGDcAnYwXNioYjo32c9P2vravoVFFMBExZDf8LYgUTE3QroNgNbfbYhdK3vLIltwlYwiipk6m5DCeLjNXcfGFDY1tfSauTyV13ePIrgRzBVu6MTYpq+2R5b/7Dz/1+nV1XViJZpvItjtm2agiGDU12Q1/CyLvVpOsN3FgreyhxS6UdNHG80VlDIHA8QSe72O7HpfmC1iuh6h0SFcUFUODRNggW3a4OFfgpm190o2xCVltjwB1f9dq9t1KNOsh6ETMshFFUNbmbU2kYGqBVh/CRqbqLnahBA0sFYq2S8nxsN1gcqcvBEXHC7KhFGoNLCHwqwdWlYsnBJYj3RibidX2yCsTWVDA9cSGZJ/1QmnBWoqgrM3bmkjBtEE0MlX3iRfG+b2fuqWmAR4cjmHqKlOZEgpg6Cq+Fwgiy/HwvGD8+vJHTlMVPD/oShEyVGIhjfMzeZka3uOstkcOmjG+8eoMCnDf64ZR1qjraRe9UFqwliLYCwJU0l6kYNogGi3QvbxQXKIBupU5MwKwXR9dVYiaWtBlGdB1laLtYuoqVESU5ws0NYg3HRyO84XvXebsjCw87HVW3CNCkLNc0gUbx/PRVIW87dEXXmoldzL7bDOUFvSCAJW0DymYNohmCnSPjfYvGfoWNjRcT4ACIV1FVxViYR3PF5ha8HOm5BA1dTQF8mUHXQsspelcmfF0SRYebgKW75GFgs35SlFr2fEoWC6aCrN5i75lLYBk9tnmEKCSxpCCaYNotkB3+dA30wg05GCktIrr+Zwaz5Apu+zZFgu06qJDuTL64K79A6AoTKRLsvBwk7B4jziV+1t2PaKmjq4F3RZc3+fCbIH+iFmbSgu9m30m+9dJWqG3dvEWppUC3WTEIBk16g59O7gtztmZPKqqMhAN0R8x2ZUM866jOzm4Lc4n//HlwC0E5MoOjuvXukPLwsPeY/EeyZRsyq5HMmIACn6lT51aUUouzBZIRQ1QFIQQTKSL7BuKkyk5nJ/J94QAkP3rJK0iBdMKdELLayV7aN9gjINDMZ49N8dA1CBi6uxIhFHU4DAq2h4/eXgH/8ddeyhY3pK1vnQljeX4WLrHq9NZsiW3EntSSER09g7EZMZej1HdI69N55iatugL6fgCPN+naLv0hQ0UwPV85goW6ZKDrqqcm8mRt1x8AY/+0+meEACNZKBK4SSphxRMy+ikltds9tA/npjgW2dmuDJf4pwIhErU1Dg4HEet9C976M7dHNrWd9139YV1HM/nxFgaV4jAHaQquL5gvmCTLTrs7I/0nOvnRufISJJ337Gbs9P52rwvTVUYjJnsGwos2/MzeaazZS7NFwlpKnnLIx7S2Z2K1pSdbgqARjNQpRtZUg95Ki1iI7S8RrOHnjo+zv/1pZcp2R6pqIHl+pTdwMI5OZ7hnoNDq65nTyqK5XrkLZdtiRCKEsSoDE0hEda5mrWwXZ89qei6rkfSfoI2P3EMTcPQFAwtiB1VD3hD7SMRMfiVt+7lG6/MoKlKQwJgo+I93RgRI9laSMFUYSO1vLWyh1zX57PfOkfJ9mpCRYhq5wePdNFhJlvmlu3XW0pVLi8UCekasbBBthy0NarWNxVtl3jYwNRVLi8U5eHQY+wbjHHT9r4gHrnt+njkVLbMsd393LIjwX/7wVhDAqBoexsW7+nGiJgqMtliayAFU4X1anntfCCePTfLRKZMImLULB1FUTB1BQjqlSayZZ49N8uPv27bip+RK7sYmsrR3UkuzRWWxJgGYyZ7BmNkio6MMfUgjcYjC5bXkAA4fiXN/zg1VdcT8MF3HCIe0tt2mG/0iJgqMtli6yAFU4X1aHntfiBmchaO66OaGmXHQ1UUDE2pCUxTV8mWXWZyVt3PqB4OYV3jjj3X5uhU3UIFy6NseDLG1KM0Eo88P5NfWwDoKt8+O1vXE3BiLM0jj59kMGZiue05zDdyREwVmWyxtZCnUoVWtbxOPBBF28Xxfa7m7cA+UhTMSpp3yNCCDhCawnBfqO5nLDkctsVrc3RANrdshW64iNaKRzYiAPYORpnOllf0BCwUHeYKDkXbZXsixM7+WFsO843uX7fZky2k+/F6pGCq0IqW14kH4tR4hmfOzKIpCrbrY5oaiGBAoOP5pKIG2ZLD3sEYbz04VPdzZHPL9tFNF9Fq8chG7vG9h4b4r9+/QmTZ1GMhBBdm83i+T0hTMSsNg9t1mG9k/7rNnGwh3Y8rIwVThVYO8nY/EFVBly463Dbaz4uX05QdH1MPDg3b87maLZOMGPzajx9A19VVP082t2yNxRrsVKbM3z9/hYWi05MuorXucdTUeOLF8es8AbmyS7bkYmoqvggaBFdp12G+Uf3ruplssR6k+7E+UjAtotmDvN0PxGJBF6+kB788maVoe/i+QFHA1DV+/ccP8nO3jTR8Tb3Q3LJVd8VGuzmWa7Bj6SKuJ7h9tL92sPeai2i1e1xvXpHj+Xi+jyMEQ/EwfaGlR0G7DvON6F/XrWSL9bDZ3Y+dpnfuVI/QzEHe7gdiuaDbOxhjTyrKVLZM2QnmM5VdjzfvH2zqmrrd3LJVd8VGuzmWa7BuyOf8bB7fF5yayHJkJMlApT/deqyKTnUWWWkN9TwBjiewXJ+oobF/KAbLLP5ePMzr0Y1ki/Wy2dyPG60g9v6u6wKNHuTtfiBWEnSKqrCzPwJAvuySLtmb4rCo0qq7YqPdHEs02OEYedtjoWDj+0HPwpzlcnE2Tyqaqt3nVqyKbsQUVvIEmLrC7lQUEPRHl3Yq79XDvB7dSLZY7yHdbfdjM9fQjT27eU64HqTdD8Rm1PxWo1V3RTfcHFUNNmpqvHAlTbbkYrs+edvF9nziIY1MySVXdmsZjs1aFd2MKazkCShYLp95+uyWSI7pVDx1+QFesFyeeHF83Yd0N92PzQiaU+MZ/vPXzzCZKZGKGAzGTXRF6fielYJpnbTzgdhqmXStuCt8X/AvZ2Z48XKaVNS4bjpvp9wcubLLfMEmXbCxPJ+oqQcDGT2fkuPh+T5hI/gZmlcUeiGmsJInYCslx7Q7nrr8AHcqzXPjIZ2Dw33rUiy6pYQ2oxz5vuAvnznPS1fSKMB0xqo1gd4/GGOuYHdsz0rB1Aba+UBspUy6Zt0V1YPgxcsLnL1aIGZqjKdLHBiKL5k91Ak3RyyksVC0KTleJY4U3Ltk1MArCCzHQ0BlEKPbtKJwnZCuTKa1XR/b9QkbKifG0pyfza/YlLdT9EpyTLtoVzx1+QEeTqj88OI883kbzxM4nk9c1YmHNLYnQpyfKfC5Zy/wh79wdM1s2eo6N1oJbVY5+trL0zx7dhZfCPrCxpIm0EXL48BwrGNxMCmY2kQ7Ewy2ymHRjLti8UGQioaIhcpoilJ5CDIcGUnWhFMn3RwKIMS1XICQrpGKGszmBb4QjC2U6I+ZTSsKi4V0dTLtXN6maLt4AlQEmqryJ/98ht/48YMbqoB0Ozmm11jpAM+WHEqOz0DcpGh7XJgtIBBcmC3U3L6T2av8+ydO8L637m/o/m20EtqMB2PfYIx/PDGB5fps6zOXNIFORgwyJYfJTJlU1OxIHEwKph5lKxwWjbor9qSifOorr9QOAoDxtMF8wSYR1smW3dpgPAEdcXMULI9UxGQBm2zZWdL01nJ9BmMmUVPn4Xv2ccfeVNOKQlVIT2VKnJ8pkLcDQSUEgSbqCXzP55XJLH/69TM3dA1Lt1npAA/S6wW6qhE1FWbzFumSjecHI2XChkq25PLKRHP3byOV0GY8GBfnCkxmyoQNFdcHY8lbFKKmzkLRJhkxOqIgrm1zSiQtUnVXDMRMzl7Nky8HjWTzZZezV/M1d8XlheKSg0BRFPYPxQnpGtlyUASaLtpMZctL3tfOh7cvrJOKGexKRoiaGkXLJVdysCtC6dC2Pnb2h7ljb4oDw/Gmv3vfYIxDw3FOT+UoOS7CFwghMHQVTQFVUVBVBRWYr/jufV+07fokjVM7wBd1yzAqnTFcX6CrCsWKYpGMGBiVImVTV9k/HGv6/lWV0GOj/S3trUZZ7MFYicWeiFzZRQVSUZOi7SLE0mvRFCg7PruS4Y4kY0nBJOkoVXfFrbuTpEs2F2cLpEs2R3f317TKlQ6CgZhZqxvyhKBgeywUnSXvaycFK0h+eG06R9H2QIFoSOPQtji3jfZTsBy29YVro8ubFRqqqnDXgQE8X+B6gpLjAcHfbU+gqgr9EZNcZRJx1aUi2XhWOsD7wjqJiE7RdilV3K9RUwOq06RdkhGdRNhY4hLrJaoejMlM6TpBU/Vg3LStj32DMfrCOmFTY2cyUlEQHRzPxxdBfC1TcgjpKu86urMjglS68iQdZy13Rb1Y1EDMJBVNMZ21WCha/M79N/FjNw23/UE4NZ7hM0+fBSBqaDi+T0jXKNoeZ67mGU8X8Xyx7tHlO5IRkhGDq7kyjhccDIrioasKcdMgamrkyi6aolBwvJ5roXOjsJILumrFF6w08wUbBYGpqzheMPY+ZGjsGwpeu57knE4WslY9GGMLJU5NZEhFDOJhA11RmMyWl3giFv8fHNmV4MKS0Tmgayp3HxjknYd3tGVty+mYYLp48SK///u/z9NPP83U1BS7du3iF3/xF/kP/+E/YJrm2h8g2VKsFjNbLRYFkCs73LFnoCNCaXGg++juftJFh/OzebIlFwTkyw4FS2E0FV736PKpTIlMyUFFQdcUNEVBVQjcm7aLqipBXEuITdN1YbOymgColzFnairJiIEvgszMbMnF1NXa2PuBdSbnbFQha8RQmS/YXJ4rAkFW3pv2DvD+tx2ofc/i/4O5gs3N2/rwROCGXyja7EyGef/bDnTM7dixnX/69Gl83+ezn/0shw4d4tSpU7z//e+nUCjw6U9/ulNfK9mEdLN+a3mgOxUzuTOaqqVyvzyRIVt22T8cX1evPN8XfO/8PJqqgK6gKBqW66NpKpoaTCdOl2xG+yPkyu6mKqTebDQiAOplzN11YIifu20nf/vdS7wykWX/cIxE2KgpU63WIG1E8fXi77hjNLVE0BTt66275f8H1f+rN+8f7HjpSscE0wMPPMADDzxQ+/nAgQO8+uqr/MVf/EVdwWRZFpZ1bfhdNpvt1PIkPUa36rdWzFRSFPrCBrmyg+MJdFXF9Zb65Jst9L04V+DsTJ5bdvQFWXnCRVGUYCCkquALAQJ82HSF1JuJZgTAai7o96kqf/r1M1zNWmiKui5FaiOKr+t9R3/UZCQVqfsd3Spd2VBfQSaTYWBgoO7vH330UT75yU9u4IokvUQ3HoLVaq0c18fxBIauYGjX5wk1E0uoCsB9QzGipr6kjsn1BaoSuPEO70zy6z9+QKaKd4BWBEA9F3Q7Fak164sSYU6MpfkfP5rilh19LT0T62ka243SlQ0TTGfPnuUzn/nMqm68j370o3zoQx+q/ZzNZhkdHd2I5Ul6hI1+CFaLb+maguP7JM3QivGCZmIJiwXgcneh7fq4vk/Z8fm39x/a0M4PNxLt7ujdLkVqtfqihYLN2ZkcV7MWf/b0WQbjZktxp243jW2WptPFH3nkkVqWSr0/p0+fXvKe8fFxHnjgAd7znvfw/ve/v+5nh0IhEonEkj8SyVr4vuDs1Rz/dHKCfzo5ydmruaZqSOrVWk1nLVJRg4hx/WOyPL12La5L1a24CwfjIXYkw5Qdn6O7+zkwtLmLqnuZlcoSFhMxNSynucN5pRok3xecn8nz0pV0Q6UF9eqLFgo2p8YzzOVtTF1l72CU/ojJybHAHXlqPNPwOteqYSpaLp4QjKeLLZVDtJumLaYPf/jDvPe97131NQcOHKj9fWJigvvuu4977rmHv/zLv2x6gRLJapwaz/CXz5znh5fmyVcOlHhY5417U/za2xpr7bOaW+bYaJIvn5hcd1LGVmvQuxnZiI7erWTWrWi1C8H52Twlx0VTFQZjJslIkGTRStxpNc/AfN7ixStpdE3hsWcv9cR496bvwPDwMMPDww29dnx8nPvuu48777yTz33uc6iqrOe9EelUbcap8Qz/15df5vRkDkUJ5iZBUCz7zGuzXM1afOynD6+7NczB4XjLsYTl1/5b7zhUG5uwmRv0bkY63dG71cy6lZQW1/eZL9gIAWHzWo0UtOZ2rKcYTWXKnBhLA3DLjiQ7kpGeGO/esRjT+Pg4b3/729m7dy+f/vSnmZmZqf1ux47OFGVJeo9O1Wb4vuDx58c4P1NAU4PsompHcENTyZYdzs8WePz5sYa1ytUC3a3EEupd+8/fPkI8pG/qBr2bkU5arevNrFtutc8VbGzXZ3sizIHhazVSVVqJCS3/jqmMx3imREhXuW20n4F4qKk1d5KOCaavfe1rnD17lrNnz7J79+4lv1veDkOyNelkbcbFuQInxzP4QhALGbBocpOiBE0mi7bLifFMW9ryN5uU0ci1HxvtX9eaJM1Tz21760iSuw4M4lXiQ80qC+1IrFisAJ2eyvLX377IzkSYvohx3WtbdTsu/Y4cf/PtC+xMhIkv+45uj3fvmGB673vfu2YsSrJ16XRtRq7sUnQ8qHTnXo5W+beS7XF6Kruh1kkvDAWU1Ge5BTyVKfG98/N8/rlLLVv17cp6qypA+wZj/ODiAifHMsTDelvdjtXvyJVdVEUhElpZDHQzU0/2PJF0hHan5i6nL6wTNTRQwPUFhrb0Ozxf4PqC2XyZv/72RTRF2bCgbqevXbJ+qodz4G4dX7dV3+7Eio1IlunmePe1kNkIko7QidTcxewbjHHrSBJVUShYDnDNPSyEIFtyKFouQsDORJh9Q7GWU22bpdPXLmkPyy3beDiYwRUP6xzaFm9qfEUznbsbpZHO/OthyZp9n1zZYT5vkSs7CN9vac3tQlpMko7QaW1MVRUeunM3r0xlOT2ZY75gE6+4JApW4OYzdY079qRqPvqNcqX1siYquUY7LNtq1mWm5LB/MMqPxjOcmsiwfyBGJKSv28LpZDeUqlX2ymSWp1+dqbXFojIf7MBwrGslDPLJkHSETqbmVg8Dzxf8yj37+NLJSZ6/tECm5AAQNjSSYYXX70zWMo2q35sru0QMjZfG0pyfzXeky8Lya4fAinI8H11TmM6UOTaakk1au8x640LVrMvjl9NMZEpYro9KEN+cL9ikoiYDMXPd5QAd74ay2MBT6vz7BiMFk6QjdMpHvlIK9sHhGB9/12FERd3zheBvn73IjmS49r75gs2FyjgL1w/aAP3nfz7Dr/94Y0W4rV77ibE0Jduj6Hg4rsD1ffqjBsdGkzLxocusx7KtZl2OLRSZz9u4vk/U0LA9P0goMDTiIZ1ffMte3nl4e9P3upNzmRZ/x+MvjOH6gvteN0ze8nA8H0NTiYc0zs0Utl66uETS7o7h9VKwT41nmUiXa3738zN5whUhGA/rzFdau1iuR9TUMUTwkF2YK/CnXz/TkSLCIyNJ3nV0J3/01VdZKDoYqoqhKSQjISKmypdPTHJwOC6LartIq1b94tiU4/m4QtTq6MJCkC07wRh2z+e5C/O88/D2VdexXAjlLZcnK0XY6639W03ALXZlqqpKIrI05WBLpotLJNA+H3kzKdiLD5yDZowLs3ks16vMzYFMyWUwFuLIzgRnO6QV+r7g+JU02/rC3DqSxPUEhq7SF9IRIFPGN5h6B3QrVn31QO8L64wtlIiaOlUfWLWGLltyGemPrnmwL/cAOJ7PXMEiHtI5ONzXdJbg4uucypT57vlZzs0UVhRwvdzYVQomScep+sirD83J8UzTAqrZQHX1wPnRRJb5gk3E0HB9QdF2Cesa+4diKKraMa1w8XqXu4kUuquN3mis1X2kWau+eqCHwzqeL66ro9NUpTaCvGCtHqNa4gFIqHz/4jzzeRvPF9ieT1zVG07aWXyd8wWbqUwZTVW4ZUeCfUOx6wRcLyfpSMEk2RDW25qoWe2ueuD8l2+d4/J8MSjE1VQGYyH2D8VIVVq8rKUVturr72Vt9Eai0e4jzVj11QPdFSJw2S2rowuEkoLnU/dgX8kDkCs7lB2fVMyk5HhcnM2TiqZqUxtWU2aWXGcizGSmhC8EioBzM3kipsZAzFwi4H7vp27paO/A9SAFk6TjtKM1USva3ZGRJL99/01MZcpEDJVk1KQvpMOiB3CtAHerwrSXtdEbhWY7cDRquS52FfeFNRaKTqWBsIIQgVU+EDPJluy62ZcreQAc18fzBVFTQ1EUMiWXXNklUSl3qKfMLL/OvOWSL3v0hQ10VSFbdpYIuaqAu7xQ7NmO97LAVtJR2lXEuG8wxsHhIF40myuTLTm1QsbVChgPDMW5dXeSkuMHdU4raIUrva8qTE+OZeiPmE0X6Hai4FLSHM24f5vlrv0DaKqCEKApkC7alGyXbNlBV1V0VWEwHqp7sK9UhG3oas0Cq7oDHc+v/b6eMrP8OqsCTleVWsyrKuRgaYF3p4t4W0Wqa5KO0q72PC9PZpkvOExmylycKxI2VFJRk53JSE1DXekQaCXA3Y5ed3L+UvfphDt1sRWdL7sUbQ/HC9piOV5QI7czGeb2PalVM09Xsqj7QjqJSJBFGjU1NFXB0ALbYTXX2vLrXCzgDE25TsgtF3CdLOJtFSmYJB2lHYfDYlfgG3YlmMiUSBcDITVfsLn30BDvf9uBuodAswHudgnTdqfLSxrH9wXpoo3t+czkyuxIhJdYy9C8O3W5SzpsaBQsh0zJQ1FgeyLM63f08TPHdvHOwztWPdhXTFVXFA4MxSmU08znbYYTYaKmRr7srqrMLBdyiwVcMmLUYl6GptYVcB0v4m0SKZgkHWW9sZaVrJeR/gg5y8V2PCayZQZiJod3JlZdRzNaYTs17V7URrc6VavmzHSOyXSJczN5diRCHBzuqyW9NBvcX74PF4oOL09ksVyPwbhJwXLxfZjKWjz+wjgjqeiqikc9i9rQVJJRA01T6I8YXJorrqnMrCTkDgzFKVoZ0sVg2OBgPIRCUKawGax1KZgkHWW9rYlWtF4Uhb6wAWGDkKFzdibfUNp1o1rheoRpvSy+XtJGtzLLrZqjozonxjJMpsvkSi637u4nbGhNu1MX70NgWW2cQiykUHI8tidCTGethmrU6lnUdx0Y4udv30WswWGSKwm5RMTgwHCM01M5PF9gaiqZsrNprHUpmCQdZUXN0FCZyVtMZcoMxE1+/vZddR+6bqRdryhMhVhipb1p78CKCROdmNYraYyVrOs4OreN9nNhJs9UtsyJ8Qw3b4s3fUAv3oe5sku25BI1r81J0lWFki9wPdFUjVq7LOp6Qu5dt+7krgMD7EhGNpW1LgWTpOMsfmgWN7wMaSphQ+OJF8dRFGXFQ6IbadfLhWnU1GpxrbLjE9JV5oYsXp7M1tbcyWm9ksaoFxsciJmkoimmsxYLRYt/82P7+bGbhhs6oKsW8Hi6iCcERStoxru8sLaaSWfoatPKUrss6sM7E4TfsofXpvOA4ObtfRwYil93nRvRh2+9SMEk2RCOjCTxheC1qRwDUZMdyQhDcZOy4696eHeyS/la6/0/f+Im/vKZ8zx7dhbL9QkbKjuTYXYmI0yky7U+e4d3JuTE2h5gNetaURSG+0IULJf+qNnQfVhuAU9mSlyZL3LT9viywtqgdmkwFqIvpJO3Nr5GrVFrfbNY9VIwSdZFo9qX7wuefHEcy/U5Ntp/7fDW1FUP726mXR/emWAgZlSEURhDV0EE2nE8HGI6U+aJF8YJv0W9pqkDubKD4/q13niy/dDG0E7reiULOGyonBjLcGo8Q8zUKdpBenjJ8WptrgRseMeERq31zWTVS8EkaZlmtK/1pGB3K+364lyBczMF9g/FsT2fs1eDsRnV9NuIofLi5QXeuK8fy/GxdI9Xp7NLXpOI6OwdiMmJtRtAu6zrenVsI6koEUPjxStpHM/HcX0s12coFuLQtjiGpm541lujNXe3bO/bVFa9FEySlmhW+1pvEkO7064bsfSqay4bXi01OGrq6BU3Ts5yWSg6XJkv4Xg+J8bSuEIsec18wSZbdNjZH5HthzpMu6zr1ZSogXiIt+wbYDJb5p2Ht/PaVI6rOYtMyaHsehue9daowvfsudm21OZtFPJJkTTNilqaEAgEA1GDiUyJx58fW6J9tcPN0q4gcaOWXl9Yx9QVzk7nlqQGAxhaMAwu7TqcnspSdj3ylsu2RAhFUWuvSYR1rmYtbNdnTyq67rVLVqcd1vWaSlRIR1UU7jowyPt/7EBXEwkaVfhmchaW4+OGfObzVs3NXC067rWmwlIwSZpmuZa2ULA5N5NjoeDg+gJFgbn8JHcdGOQnj+wAupfEsJx6lt6JK2lem8rx0J27uW00WMe+wRjbEmFOjGXojxrLNE1ByfEYioWC7uVALGyQLQdpxNU2MEXbJR42MHWVywvFntBGtzrrta6bUaK6XaPW6FqLtstYusj52TwKSs3NfGAoHnQz77Gmwr2xCsmmYrGWtlCweeHSAlnLgUqvUgHkyy6fefoMI6kIR0aSPdE7rp4/3vYCTfHM1TxnZwrcvC3Ooe2BBXXvoSGePn2VguUSCyk1F111rtOhbXHGMyUUFI7uTnJprrAkxjQYM9kzGCNTdHpGG70RWI/A6BUlajH1XM/11ioqk3QvzBTY1R/hW6/N4HoC3xckIzqegPmCTdHK8IZdCeYKdtdGXKyEFEySpqlpaZbLy5MZ0iUbVVEq3YzBE8GDdGm+yP/7zHn++F/fhqoqHU9iWCtutJI/fvHY9XioMvhNU2qxsofuGGH/YIyFok3Z8SnVBE4w18nQVKKGhgDCusYde1LkykGti6EFGmjB8igbXs9oozcizdTudFuJWr7WguXyxCqj1pevtex6nJ3OMVewURSYzVsoisLBoRiXF0rkrMCq7wvrpIsOx6+kOTba31NtiuSTImmaqpb2/QtzzOQsUBQMLWixLwDf84mYQev/H1ya5/xsnkPb+oDO9Y5rJG603B8vhFjSWqb6GlML3nv2ap7vnZ/n2GiSU+NZtidCK45Iv3UkiUBwajzLoW3x2vyc6nd0c+CapLXanW5lgrY6an1xAfuF2QKeEAzFQuxKhnn1ag7X87myUGLvQJTZgrXEqtc0hYcWXVMvFOBKwSRpmqpG+fylBWzXx9RVUBR8Aa7no6oKiYiJAmRKDq9NXxNM1fe30y/faIbgcn/88tYyjufXqvermUpnZ/L84lv2MpEuM521atpz3rqmPT90524AJtJn5IiLHqPRvbHSYbzRDXiv616eUPlhddS6F4ytqDdq/chIklu29/GRx09QdjwODMdIhI3AakIhFdXJll3mCjZ3jPaTs7zafp/NWeyo9ADslQJcKZgkLXFkJMm7juzg9GQW3xc4wkdRlEoA1SCka9iuV3n16kMA10Mzs5OW++OXtpZZWr0P1zKVdiTDDWnPcsRFb9Ho3vBFUPxd7zDeiOSGldaaLTmUHJ+BuEnR9rgwWyAVNaDOqPXLC0Wu5i0ObeurJUIYWnU2E5WBgQ5526tZ9fmyS9jU6AvrPVWAKwWTpGV+4vB2/va7l8hbgTapqWqlRUtw0Octl3hY5+btfWt9VMs0W7i72B/fFzZQVSg7Hrbn16r3qym0izOVDgzH19Se5YiL3qKRvfHCpXmOX16g5HjsSEbYMRhes03WRq31muKkETUVMiWHnOUGnfW5PsV7pdTxvvC12Ux9lRiq4wYDAxe7mfekonzqK6/0TAGuHK0uaZkDQ3HeuG8AVVEoO4F1JETwQFXnwLxp7wAHhjqnca40onoxi8dIw7XYwa27kzieBwJylstA1OTISPK6eT2Lx59XXZDHRvs5MHx9c8xGXyPZGNbaG2XH5dXpHK9O55jNW7wymeWlsTS253NoW5z5gh1YVH7nLP7V1nrN2gms+sVCBa4pTrGQxvmZ/JJGs1UURWH/UJyQrpEpOQgEqqqQL7tLulRcXih2bAx9K0iLSdIyqqrwa287wNVcmfMzBYq2G3jtFNBVlZu2x3j/2w509HBupXB3sWXz0pU0f//CGJYTZNF5vpCxoS3CantjvmDz4pU0ticYjOnEQ0atU0fBynBkJNm2bgiNJBOsOGp9kbUTMbRa/BOuKU4j/RG+8L3LnJ1Z2mj29tF+BuIhIOiufmRXghevpNE1hbm8fZ2b+aUr6Q0fL7MaUjBJ1sWRkSQfe9dhHn9+jJPjGYqOR9TQuHUkyUN3dj5g2mrNSdWyOTAc56ZKHzEZG9parFbjc2EmT8FyMVSIh4Li6aBTh0G27HBxNs/R3f1Y6zyMG00mWGmtVWunYKVZKNgM94WJGtdGreuqwnSuzHi6dF2j2ecuzHN0dz87kmFKtsdcwebY7iTvvnOUHcnwdQKyG+NlVkMKJsm66WZspR01JzI2tDWptzdmchZT2TLRkF7rFh/ERgO3VZAk4DJbsSyqh3GzadTNJBPUW6upqSQjBpqq0B81uFgZtX7rSJK5gs1EulS30ezZmRwlO0huWEvR6rWiYkUI0XkHaotks1mSySSZTIZEItHt5Uh6mJU005u29XXN6qkeYpmSQ7bkkIgYJCOGFHhdYPnesD2PyYzF0ZEEl+aLzBdskhGDIGkHfCHIlx2G4iHuPjjEx971el6ezDblFfB9we9/+eXgoN92/UF/9mpgkX3sXa9fsh/q7eMHb99FfNGodV8IPvmPL9MfMVe0cPIlh8lsmffdu59bdvQ1tO+uE6TLFLx2JII0eqZLi0myqakKAM8X/B9v2QNAwfI21OqpV6m/fFrvzmSYA9vi3HtoqNaPTwqpzrPcIk4Xbf7qXy4QNoJecUUrQ6bk1LrCW46H5foMxEwevH0XX3t5ms88fYaJTCkQXQJ84NxMnhcuL/D7Dx7h6O7+Jd/Z6piXRq33NWNClUazI/2RhuJjvi+ImhoPHNnBt8/OcjVbZjoruubWloJJ0hO0Um2+mv9+oxpr1qvU11WVouXi+j5RQ6Nou7w6nefM1TxPn77K/sEYt+3p77nJoVuVxUXdvi/45mszNWvmyEiS87PBrK2i52N5QSf4d79xN0++MM6XTkwwX3RQAV1TAYHnCzwh+NFElt/+4ov85//1dm5dJJzqdf0WQgS/cz3SRYdMyVl1rfVo91DEJc+RrrK9L8y9Nw1xrEsKlBRMkq7TSrX5ibE0f/iV08wX7K7Vn6xWqS8QGLrGYMysuI+Cyv2IoaIpkC46PTk59EZgpXjObbv7mclbTGXKDMRN3nPnbv7p5BQT6aC3nKqAqkCpUhahEJS7+UJweb7EH3zlNB/9X15fu48rCY75gs2FigC0XR8fwee/ewlDU5u+/+2KCdWLg12aL5I7NcVN2/u6YtXLOiZJS/i+4PxMnpeupDk/k2+51qP6YJwcy9AfMdk3FKM/YnJyLPj3U+OZ695zcizNI4+f4OR4pmv1J8sr9eNhnaLtUXJ8EhEd2wu0aiGCgYK+LwjpKq4PIT0Yx709EdrQWhnJNQ7vTPDQHSPsTIaZzJS4OFfE9QV3HxziIw/cwktjmUrsKShK1RSw3Wv3SFFAVYKmxa4vuDRXXHIfq4JjMlNCCFFrFjxfsDF1BUURpCIml+aLdff5alSFaypmcmoiw9h8gXTRJl9yGp6iu9Ie1lQlKKrd4Dqu5XTUYvrZn/1Zjh8/ztWrV0mlUtx///384R/+Ibt27erk10o6zHr7aS1ODPj8dy81VW1+ajzDH/yP01xZKNEX0gkbWsfqT1ZjtUp9TVNQFQXX8yk5PrbrB53XVQXP9YMO7J7A9UTPTQ69EVi8f8u2hwC2JUL8zNFdvPPw9iX3dqFoA+B4olqiBwSF5FSEkxAC2/M4M33tPi62ys5M55gv2FiuR8TQKNoeEUPndTv66I8a6+qqEDFU5gs2l+eCmWDxsM6b9g7w/rcdWPNZbDUOthF0VDDdd999/N7v/R47d+5kfHycf/fv/h3vfve7+c53vtPJr5V0kLVSYD/4jkNLsoeW+6dPjKV57DsXOT+Tp2h5XM1Z9EcNhuKhoOtCxcJwXJ++sL7kYa9peHmbkKYSNrSO1Z+sxZIYQmXNRcslmOMbuH18EQggIQSKqiBE8MALQa1Ystcmh24FVotX1tu/k5kSj78wxkgqgueL2r31RWBFON5KVoPAF6Cq4PkiaBm06D5Wu4z8zbMXODdbQCX4nOrIlGqXkVYEwOLruGM0hScE+bLLQtEOCt0boNHpt93Ymx0VTL/zO79T+/vevXt55JFHePDBB3EcB8Mwrnu9ZVlYllX7OZvNdnJ5kiZZqynmibE0jzx+MoiruNdbUk8dH+ePvvoq6aKDrqqgCMqOx0JRcGo8w57BKLP5ay351UrbveNX0hwYjtc0vB3JMAtFp+H6k5WuY701S9UYwlSmxFS2TLbk4no+Rdsjj0AhiD+oWrA2X4DnB/8ntufXmsXmrd6aHLrZWc2aP7wz0VBT1//9LaO1+FAibNAfMZlyygBLrKaqhyusawgRuNeW38cjI0l+6a69nJ3Os70vRMjUlow0h+YFQL3nsD9qMpKKNGyB9VpR7WI27Bvn5+f5whe+wD333LOiUAJ49NFH+eQnP7lRS5I0yWqm/0LRYa7gULRdtidC7OyPLbGk/pdbd/D/fO015vM2A3ETXVUpOV4lQ8nHFw4nxjKEDbWWtlt2PPKWy+PPj3Hz9r6aJrtzMMp4pHRd/UkwztxnKlPi7oNDKwZ+29XWf99gjFTU5JnXZtBUiIUMoqaGrqnMFSy8itC0HQ9FAavqzlOUWrNYAXJWUxtZy5p/6I6RhlxXwLXEgm1xbtoWZy5fxqm0qVssnExdJR7SKToeB4djK97HZMQgGTUIm3pbBEC7XHC9VlS7mI4nP3zkIx8hFosxODjI5cuXeeqpp+q+9qMf/SiZTKb258qVK51enqQJ6jXFrA7c8/ygXsesNJ9cHET9s6fPMl+wScVMDC1wwUUMjYih4XqCku1SdjyipoahBdvS9oKRE2XH44kXxomFtEDDc3wODMUJVxpTOp6PEGJJ/clKgd9WEi1WJ1CZa61uCA6qmKmhq4EFZ+gaqqqgqgqaqpCKmLx+ZwJDUxsOUkvWppFA/pdPTFK2vTUb/hYsj4fu2M1AzOTs1Tz9EYOdyQi6ek0g6SrETY3+sEHBcklFTd57z74V7+PyRIjFrNQseK3rPD2VYy5v4/r+dZ+3+DrWssCqcbDqdebLgadieYPXTZGV98gjj9T6ONX7c/r06drrf/d3f5cXX3yRr371q2iaxi//8i+v+J8JEAqFSCQSS/5IeofFpv9iqgP3TE1F19Rao0kIDu2+sM5U1kJT1JrQqf4uETYqnZODh746EC1bdggZGvuH4uzqjy7RZCczJfqjBkdGkgzETGzXJ1sZCTCaivKRn7rlOuun3RlIF+cKLBQdju7ur60hXw7SgLcnwrxl/yAHhuN8/KcP8+f/2+08+vNHeOANO9idipApOaRLNkd398tU8TbRiBUxkSnjw3X7t8piy2VxF/p02aEvYpCImCTCOsNxk2TURNc0io7HQDzEh//VzUvqmBbTLgFwajzD73/5Zf7m2xcYWyjyg4vzvHB5gfmCXfc61mLJdZZsLs4WemJvNu3K+/CHP8x73/veVV9z4MCB2t+HhoYYGhri5ptv5vWvfz2jo6N873vf4+677256sZLuUs/0D7LRfBwhGIqHa4P2qmiKgi8EpqYsiQsBhIxgSJmVtxFAyfExBQzGTPYNxRmImXi+YDp7TZNdrf7kkQduWfGAaHcGUtV63DcUY1d/mFzZxfGCDuVByxi4OFtgNBXl2Giwnp+/ffd1bYqipobvC2kxrZNGAvmqorAtEWIyU2rIdbW8C8NUpsx3z89y9mqeTMlFU+HgcB8P37P3us4Py1nvqPYlbspEmHTJZi5vL8lGHYiZLbngerFXZNOCaXh4mOHh4Za+zPcDJ+3iBAfJ5qFeo0nHE1hu0OFg8aC9Kp4QmFqQgVa03SVxIQBdC+pBBmMmx3YnMfRAWFUPjuUD+1Z6wO8+OLTqA97uDKTlgePqRNAqJcu9TmtVVYWi7fH/vTTR9dHVW41GA/k/c3RXbe800vB3cReGY6PU0slbOcBbFQArJTscGu6jbGcoOS4l2+X8TB5D7WMqW27JBddIt4mNpGPJD8899xw/+MEPuPfee0mlUpw7d46Pf/zjHDx4UFpLm5iVND9TV9idigKC/ujSA7ragmVXfxghBNmSu6QvmeP5ZEsuUVNjIGYwEA81rck28oC3OwOplcBxL42u3mo0ej/eeXg7I6lIy5bLeg/wVt6/krWfipm1VkrzBZvpbJlExODYFhnX0jHBFI1GeeKJJ/jEJz5BoVBg586dPPDAA3zsYx8jFAp16mslG8BKgqFguXzm6bN1NdFfunsvXz4xydhCMeiQYHvkPYHj+wzGQ/zrN+3mpSuZljTZRmh3BlKz4zbWSrXf6NHVW41m7kcvuq5Wo561n4qZ3BlNkS45XJov8qv37uOBN+y87jpaLY/oZof8jgmmW2+9laeffrpTHy/pEss3+a0jydomXcuHfnA4Hvx+Ok+m5KCqCgeHY7z3nn3curt/SSp3uwf2rXRwhQ2V2bzNVOXgevD2XU09cM3EDXq5yn6r0Mz9UFWFfYOx2l6+OFfoWeG0qrWvKOiqymDM5JYd1ys1rZZHVN93/HKaiXQJywuau+5KRjak+bCs6pM0zFqbfC1NtNHfn5/N89p0DlC4eXucA0PtOagXH1xLHziNsKHx5IvjqIrSkDbd7LiNXq6y30o0ag0t38u+EOxMhvnpozt55+EdXRFQ9SybVq39Vl3H1feNLRSZKzi4vo+pKpRtlyvzBcqO23HXsxRMkoZodJOv5WJb6/cvT2bbUgBbjyMjSYQQvDadYyBmsiMZZjgeolTpTP7KRJZtiTALRbvu97cybqOXq+y3GmvtscV7OWpqzBct0kWH01M5vnNuji+dmOCnj46wIxkmFgoUiU7P+FpL6Wt2SnOrruPq++byFq4nsBwXX0CxUitYdFxcP7DyO+l6lk+BZE02Kj6yEckBvi944sVxLMfn2Gj/tWvRVAZdk+cuzHNhtsCb9w0QSerXfT/Q8BoXa8CxkMbB4RinxrM9V2V/I7F4Lw/GTE5NZCnaLiFdpT+iky27/PMrV3n23DypqFEbc5GKmAzEzY5kUDa675tJN2/VdVx9XyJicnGuiOX6CEGtCbEqFAqWy9WcxYuXFzrmepaCSbImGxEf2SjhV+9ahBBcmCtQ/WihcK0At/L9jz8/hkA0tMaVLL9U1ERXlYa1Xkn7qd3/RJgT4xnmChYKgcUqCPoZgoLmeExlPExdRQEWsBmMh9qeQdnMvm8maaNV13H1fWZYoWgH1pKpKbV1aQp4StBtfSJdWnHQYTuQgkmyJhsRH9mo5IB611LtXhEL6ZQdH8f1r/v+k+MZBLBrjTV+7eUpHn9h/DoNeCJdQtcUdvUHrsJ2J3hI1qZ6/+d9m6lsOWgjVZlKazk+ng8gcCsTagcrfR2zZYfpbInbRvs5N1Nomxur2X2/3E1ZnYu2XFC16jqOhTQ8IZjKWLVi+KUKHKiqSkhXsLyg40onkIJJsiYbER/phPBbKZhc71qqs5QMTamNpFj+/UXHA8GqvdamMh5fOjG5qgY8GAvxf/7ETR2PW0iupy+sE9JVzs3k8XxBxNSCVlg++AQd7T0R9GnUVAXL8dFDaq1zfd7yVlSSWk3JXs++X6uTeit1do8/P8ZkpsR83g7Gx/uCsKGgV67FrWTneb4gpGvXFZa3CymYJGuyEV2I2y386j20v3D7SO1atosQricwdLUikCBvuWzru76tUsn2iBpa0DZplTX6wGSmvKoGfHYmj6ootVZFko1j32CMbX0hXri8gKZQmZEV/E6Iys8EIy2EF8xYKrt+YEn4QR/H/qi5RFisp2N9q/u+kbhUMwkTiz/v0HCc026WuaKN70PZ8TA1tTZnTFEVDFVlZzJc6eLSfqRgkqxJs8WkrVBX+AlBtuxwfqbA4V0J9qSia37WWg/tsdEkV3NlXp3OYaiBUAobKnYl0LtvMLqkrVJV+N46kkQgVk1g2JWMMJ0tr2pVybTw7qGqCvfeNMTXT1/FEwLbDeJIQohAMHGtWZaqBEF/y/GwXS/oFq+pNWERC2n8z1NT/M2zFyhYLvsGY0RXSJg5MpJsayp4o3Gpj73r9Q0lTKz0eRFD47kL8+StoOGsXbGUoqbOYMxE1xRu35PqWLKOFEyShlhvE8q1WEn4lR2PM1dzzBVsdEUhbGh86iuvrKqJNjLM8PRUjpipoSkKRcfDcQUlJ2iTNNxnMlewMXXtOuH70J27AZhIn6kroH/66E4+/9wlmRbewxwb7Wf/UIyrOYvZvEXZ8VGrI0wqr1GgNq5EV6Ds+HhCEDNVzs8WGemP8PnvXuKrr0yTLbnEQxq257O/0nh4sYAQIsgEbVcqeDNxqUYSJlb6vIF4iLfsH+D4WJqi7aEAb9iVIGxo5Mpux5N15NMhaZhOt3JZXgB7Ya6A7wuG4iEObQvmL62VFbXqQwsUbY900ebIyBCJsFHrCq5rCtOZMrtT0WA8wUx94buagD68M8H3Lsz15PA1ScC+wRi37ennxJU0+wejXF4okiu55CynNn7F1FVUVaHs+igEjYYBXp7MEQ/pTOfKnJvNY7s+qaiBoijXdfremYzw4uUFXp3OBgMu25QK3mxcaq26rnqfNxAPcdtoivMzeaazZTJlF13bmGQdKZgkTdHpLsRHRpLcsr2Pf//ECcqOx/7hGImwUTvg10odX+2hzVkuJdtDV1VcTwTzoBb5yDVFZb5o81s/cQhVUeoK37UEdKfdnpL1sdg6ny/YHB3pZ65g86OJDEIIfAFhQ8MXAirZmaam4Puidp8n0iV2JcJMZywMTa3NFsuWHS7O5klFU4QNlYl0cM+X1MytMxW83fHY1T5vIGZiqH0kIga/eu8+btmR2Ny98iSSVrm8UGQmZ3FoW991D8paqeOrPWSO6+N4AkNXlgwsrFLVNAuWt2ZiwmoCutNuT8n6WX6P8paLqiqkIiFu3hHH0FQc169ZStmSQ8nxefcbR/jrb19kZzKCQKCpypK06mr2Xq7sUrQ9rMoU5lZSwevR7mSktT5vKlvm2O7+FRvEdgopmCQ9x3pSaFd7yHRNwfF9kmZoRW2ynfGfzdbB+kZk8T3KlBw+/91LXJovkoqa1x3O01mLo7v7SUbM2t7UFEhEdOYLdm3GmKYqQbKA6zGVKRHSNYbjK09TaDURpt3JSBuR3NQsUjBJeo71uCpWe8imsxapqEHEuN5a6kT8p9eGr0muZ/E9MjSVP/16/cSWX7hjhKipLdmbB4biFK1MbcaYEAKBYDITDOwLGxolxye+goW+HkWo3VZ5r1n5UjBJeo71uipWe8iOjSb58onJntEMJb1DI4ez74sle3PxwL5M0aFgeyQiOm/aN8DP3zHCky+OdywRpt1WeS9Z+VIwSXqOdrgWVnvIanOhekAzlPQWax3OK+3NRMTgddv6uDBfYJ+p87637quNzlAVpaMusnZb5b1i5StCCNHtRdQjm82STCbJZDIkEoluL0eywaxUUX/Ttr62CJBWW8hIJNDc3uzkPt5sNHqmS8Ek6WmkAJH0Ks3sTbmPAxo906UrT9LT9IprQSJZTjN7U+7j5rg+VUQikUgkki4iBZNEIpFIegopmCQSiUTSU0jBJJFIJJKeQgomiUQikfQUUjBJJBKJpKeQgkkikUgkPYUUTBKJRCLpKaRgkkgkEklP0dOdH6rdkrLZbJdXIpFIJJL1Uj3L1+qE19OCKZfLATA6OtrllUgkEomkXeRyOZLJ+g1se7qJq+/7TExM0NfXd91o4l4gm80yOjrKlStXNm2TWXkNvYG8hu6z2dcPvX8NQghyuRy7du1CVetHknraYlJVld27d3d7GWuSSCR6chM0g7yG3kBeQ/fZ7OuH3r6G1SylKjL5QSKRSCQ9hRRMEolEIukppGBaB6FQiE984hOEQqFuL6Vl5DX0BvIaus9mXz9sjWuAHk9+kEgkEsmNh7SYJBKJRNJTSMEkkUgkkp5CCiaJRCKR9BRSMEkkEomkp5CCSSKRSCQ9hRRMbeJnf/Zn2bNnD+FwmJ07d/JLv/RLTExMdHtZDXPx4kV+9Vd/lf379xOJRDh48CCf+MQnsG2720trik996lPcc889RKNR+vv7u72chvjzP/9z9u3bRzgc5i1veQvf//73u72kpnjmmWf4mZ/5GXbt2oWiKPzDP/xDt5fUFI8++ihvetOb6OvrY9u2bTz44IO8+uqr3V5WU/zFX/wFR48erXV8uPvuu/nKV77S7WW1jBRMbeK+++7jv//3/86rr77K448/zrlz53j3u9/d7WU1zOnTp/F9n89+9rP86Ec/4o//+I/5L//lv/B7v/d73V5aU9i2zXve8x5+8zd/s9tLaYj/9t/+Gx/60If4xCc+wQsvvMCxY8f4yZ/8Sa5evdrtpTVMoVDg2LFj/Pmf/3m3l9IS3/rWt/jABz7A9773Pb72ta/hOA7/6l/9KwqFQreX1jC7d+/mD/7gD3j++ef54Q9/yDve8Q5+7ud+jh/96EfdXlprCElHeOqpp4SiKMK27W4vpWX+03/6T2L//v3dXkZLfO5znxPJZLLby1iTN7/5zeIDH/hA7WfP88SuXbvEo48+2sVVtQ4gnnzyyW4vY11cvXpVAOJb3/pWt5eyLlKplPirv/qrbi+jJaTF1AHm5+f5whe+wD333INhGN1eTstkMhkGBga6vYwti23bPP/889x///21f1NVlfvvv5/vfve7XVzZjU0mkwHYtHvf8zy++MUvUigUuPvuu7u9nJaQgqmNfOQjHyEWizE4OMjly5d56qmnur2kljl79iyf+cxn+PVf//VuL2XLMjs7i+d5bN++fcm/b9++nampqS6t6sbG931++7d/m7e+9a0cOXKk28tpipMnTxKPxwmFQvzGb/wGTz75JIcPH+72slpCCqZVeOSRR1AUZdU/p0+frr3+d3/3d3nxxRf56le/iqZp/PIv//Kakxo7TbPXADA+Ps4DDzzAe97zHt7//vd3aeXXaOUaJJJW+MAHPsCpU6f44he/2O2lNM3rXvc6jh8/znPPPcdv/uZv8vDDD/Pyyy93e1ktIXvlrcLMzAxzc3OrvubAgQOYpnndv4+NjTE6Osp3vvOdrprTzV7DxMQEb3/727nrrrt47LHHVh3mtVG0ch8ee+wxfvu3f5t0Ot3h1bWObdtEo1H+/u//ngcffLD27w8//DDpdHpTWtyKovDkk08uuZ7Nwgc/+EGeeuopnnnmGfbv39/t5ayb+++/n4MHD/LZz36220tpmp4eFNhthoeHGR4ebum9vu8DYFlWO5fUNM1cw/j4OPfddx933nknn/vc53pCKMH67kMvY5omd955J1//+tdrB7nv+3z961/ngx/8YHcXdwMhhOC3fuu3ePLJJ/nmN7+5JYQSBHup2+dPq0jB1Aaee+45fvCDH3DvvfeSSqU4d+4cH//4xzl48OCmCT6Oj4/z9re/nb179/LpT3+amZmZ2u927NjRxZU1x+XLl5mfn+fy5ct4nsfx48cBOHToEPF4vLuLW4EPfehDPPzww7zxjW/kzW9+M3/yJ39CoVDgV37lV7q9tIbJ5/OcPXu29vOFCxc4fvw4AwMD7Nmzp4sra4wPfOAD/N3f/R1PPfUUfX19tfheMpkkEol0eXWN8dGPfpSf+qmfYs+ePeRyOf7u7/6Ob37zm/zP//k/u7201uhuUuDW4MSJE+K+++4TAwMDIhQKiX379onf+I3fEGNjY91eWsN87nOfE8CKfzYTDz/88IrX8I1vfKPbS6vLZz7zGbFnzx5hmqZ485vfLL73ve91e0lN8Y1vfGPF//OHH36420triHr7/nOf+1y3l9Yw73vf+8TevXuFaZpieHhY/MRP/IT46le/2u1ltYyMMUkkEomkp+iNIIJEIpFIJBWkYJJIJBJJTyEFk0QikUh6CimYJBKJRNJTSMEkkUgkkp5CCiaJRCKR9BRSMEkkEomkp5CCSSKRSCQ9hRRMEolEIukppGCSSCQSSU8hBZNEIpFIeor/H72ZChR9sqfRAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "recons_data = torch.einsum(\"ND,Dd->Nd\", projected_data, P).cpu()\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1, 1, 1)\n", "ax.scatter(recons_data[:, 0], recons_data[:, 1], alpha=0.6)\n", "ax.grid(False)\n", "ax.set_aspect('equal', adjustable='box')\n", "strtitle = \"Target and prior distributions\"\n", "ax.set_title(strtitle)\n", "ax.legend(['Target', r'Prior (=$\\mathcal{N}(\\mathbf{0}, \\mathbf{I})$)'])" ] }, { "cell_type": "markdown", "id": "d097120b", "metadata": {}, "source": [ "#### Baseline - SimpleNet" ] }, { "cell_type": "code", "execution_count": 27, "id": "20f4bf27", "metadata": {}, "outputs": [], "source": [ "class TimeEmbedding(nn.Module):\n", " def __init__(self, hidden_size, frequency_embedding_size=256):\n", " super().__init__()\n", " self.mlp = nn.Sequential(\n", " nn.Linear(frequency_embedding_size, hidden_size, bias=True),\n", " nn.SiLU(),\n", " nn.Linear(hidden_size, hidden_size, bias=True),\n", " )\n", " self.frequency_embedding_size = frequency_embedding_size\n", "\n", " @staticmethod\n", " def timestep_embedding(t, dim, max_period=10000):\n", " \"\"\"\n", " Create sinusoidal timestep embeddings.\n", " :param t: a 1-D Tensor of N indices, one per batch element.\n", " These may be fractional.\n", " :param dim: the dimension of the output.\n", " :param max_period: controls the minimum frequency of the embeddings.\n", " :return: an (N, D) Tensor of positional embeddings.\n", " \"\"\"\n", " # https://github.com/openai/glide-text2im/blob/main/glide_text2im/nn.py\n", " half = dim // 2\n", " freqs = torch.exp(\n", " -math.log(max_period)\n", " * torch.arange(start=0, end=half, dtype=torch.float32)\n", " / half\n", " ).to(device=t.device)\n", " args = t[:, None].float() * freqs[None]\n", " embedding = torch.cat([torch.cos(args), torch.sin(args)], dim=-1)\n", " if dim % 2:\n", " embedding = torch.cat(\n", " [embedding, torch.zeros_like(embedding[:, :1])], dim=-1\n", " )\n", " return embedding\n", "\n", " def forward(self, t: torch.Tensor):\n", " if t.ndim == 0:\n", " t = t.unsqueeze(-1)\n", " t_freq = self.timestep_embedding(t, self.frequency_embedding_size)\n", " t_emb = self.mlp(t_freq)\n", " return t_emb\n", "\n", "\n", "class TimeLinear(nn.Module):\n", " def __init__(self, dim_in: int, dim_out: int, num_timesteps: int):\n", " super().__init__()\n", " self.dim_in = dim_in\n", " self.dim_out = dim_out\n", " self.num_timesteps = num_timesteps\n", "\n", " self.time_embedding = TimeEmbedding(dim_out)\n", " self.fc = nn.Linear(dim_in, dim_out)\n", "\n", " def forward(self, x: torch.Tensor, t: torch.Tensor):\n", " x = self.fc(x)\n", " alpha = self.time_embedding(t).view(-1, self.dim_out)\n", "\n", " return alpha * x\n", "\n", "\n", "class SimpleNet(nn.Module):\n", " def __init__(\n", " self, dim_in: int, dim_out: int, dim_hids: List[int], num_timesteps: int\n", " ):\n", " super().__init__()\n", " \"\"\"\n", " (TODO) Build a noise estimating network.\n", "\n", " Args:\n", " dim_in: dimension of input\n", " dim_out: dimension of output\n", " dim_hids: dimensions of hidden features\n", " num_timesteps: number of timesteps\n", " \"\"\"\n", "\n", " ######## TODO ########\n", " # DO NOT change the code outside this part.\n", " self.tlins = []\n", " self.tlins.append(TimeLinear(dim_in, dim_hids[0], num_timesteps))\n", " for i in range(1, len(dim_hids)):\n", " self.tlins.append(TimeLinear(dim_hids[i-1], dim_hids[i], num_timesteps))\n", "\n", " self.tlins.append(TimeLinear(dim_hids[-1], dim_out, num_timesteps))\n", " self.tlins = nn.ModuleList(self.tlins)\n", " ######################\n", "\n", " def forward(self, x: torch.Tensor, t: torch.Tensor):\n", " \"\"\"\n", " (TODO) Implement the forward pass. This should output\n", " the noise prediction of the noisy input x at timestep t.\n", "\n", " Args:\n", " x: the noisy data after t period diffusion\n", " t: the time that the forward diffusion has been running\n", " \"\"\"\n", " ######## TODO ########\n", " # DO NOT change the code outside this part.\n", " for i in range(len(self.tlins)):\n", " x = self.tlins[i](x, t)\n", " if i != len(self.tlins) - 1:\n", " x = torch.nn.functional.relu(x)\n", "\n", " ######################\n", " return x\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "ce94aab1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.Size([500, 32])" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Unit test SimpleNet\n", "net = SimpleNet(dim_in=32, dim_out=32, dim_hids=[32, 512, 256, 128], num_timesteps=100).to(device)\n", "net(projected_data, torch.tensor(0.7).to(device)).shape" ] }, { "cell_type": "markdown", "id": "4909baae", "metadata": {}, "source": [ "#### Baseline - Training code" ] }, { "cell_type": "code", "execution_count": 29, "id": "768c8406", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: torchdyn in /usr/local/lib/python3.12/dist-packages (1.0.6)\n", "Requirement already satisfied: torchcfm in /usr/local/lib/python3.12/dist-packages (1.0.7)\n", "Requirement already satisfied: ipykernel in /usr/local/lib/python3.12/dist-packages (from torchdyn) (6.17.1)\n", "Requirement already satisfied: ipywidgets in /usr/local/lib/python3.12/dist-packages (from torchdyn) (7.7.1)\n", "Requirement already satisfied: matplotlib in /usr/local/lib/python3.12/dist-packages (from torchdyn) (3.10.0)\n", "Requirement already satisfied: poethepoet<0.11.0,>=0.10.0 in /usr/local/lib/python3.12/dist-packages (from torchdyn) (0.10.0)\n", "Requirement already satisfied: pytorch-lightning in /usr/local/lib/python3.12/dist-packages (from torchdyn) (2.6.1)\n", "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.12/dist-packages (from torchdyn) (1.6.1)\n", "Requirement already satisfied: scipy in /usr/local/lib/python3.12/dist-packages (from torchdyn) (1.16.3)\n", "Requirement already satisfied: torch>=1.8.1 in /usr/local/lib/python3.12/dist-packages (from torchdyn) (2.10.0+cu128)\n", "Requirement already satisfied: torchcde<0.3.0,>=0.2.3 in /usr/local/lib/python3.12/dist-packages (from torchdyn) (0.2.5)\n", "Requirement already satisfied: torchsde in /usr/local/lib/python3.12/dist-packages (from torchdyn) (0.2.6)\n", "Requirement already satisfied: torchvision in /usr/local/lib/python3.12/dist-packages (from torchdyn) (0.25.0+cu128)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.12/dist-packages (from torchcfm) (2.0.2)\n", "Requirement already satisfied: pot in /usr/local/lib/python3.12/dist-packages (from torchcfm) (0.9.6.post1)\n", "Requirement already satisfied: torchdiffeq in 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rfc3987-syntax>=1.1.0->jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.9.0->jupyter-server<3,>=1.8->notebook-shim>=0.2.3->nbclassic>=0.4.7->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets->torchdyn) (1.3.1)\n", "Requirement already satisfied: arrow>=0.15.0 in /usr/local/lib/python3.12/dist-packages (from isoduration->jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.9.0->jupyter-server<3,>=1.8->notebook-shim>=0.2.3->nbclassic>=0.4.7->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets->torchdyn) (1.4.0)\n" ] } ], "source": [ "!pip install torchdyn torchcfm" ] }, { "cell_type": "code", "execution_count": 30, "id": "9552babf", "metadata": {}, "outputs": [], "source": [ "from torchdyn.core import NeuralODE" ] }, { "cell_type": "code", "execution_count": 31, "id": "df55b212", "metadata": {}, "outputs": [], "source": [ "def figure2image(fig):\n", " buf = io.BytesIO()\n", " fig.savefig(buf)\n", " buf.seek(0)\n", " img = Image.open(buf)\n", " return img" ] }, { "cell_type": "code", "execution_count": null, "id": "9dab1301", "metadata": {}, "outputs": [], "source": [ "\n", "def sample_conditional_pt(x0, x1, t, sigma):\n", " \"\"\"\n", " Draw a sample from the probability path N(t * x1 + (1 - t) * x0, sigma), see (Eq.14) [1].\n", "\n", " Parameters\n", " ----------\n", " x0 : Tensor, shape (bs, *dim)\n", " represents the source minibatch\n", " x1 : Tensor, shape (bs, *dim)\n", " represents the target minibatch\n", " t : FloatTensor, shape (bs)\n", "\n", " Returns\n", " -------\n", " xt : Tensor, shape (bs, *dim)\n", "\n", " References\n", " ----------\n", " [1] Improving and Generalizing Flow-Based Generative Models with minibatch optimal transport, Preprint, Tong et al.\n", " \"\"\"\n", " t = t.reshape(-1, *([1] * (x0.dim() - 1)))\n", " mu_t = t * x1 + (1 - t) * x0\n", " epsilon = torch.randn_like(x0)\n", " return mu_t + sigma * epsilon\n", "\n", "\n", "def compute_conditional_vector_field(x0, x1):\n", " \"\"\"\n", " Compute the conditional vector field ut(x1|x0) = x1 - x0, see Eq.(15) [1].\n", "\n", " Parameters\n", " ----------\n", " x0 : Tensor, shape (bs, *dim)\n", " represents the source minibatch\n", " x1 : Tensor, shape (bs, *dim)\n", " represents the target minibatch\n", "\n", " Returns\n", " -------\n", " ut : conditional vector field ut(x1|x0) = x1 - x0\n", "\n", " References\n", " ----------\n", " [1] Improving and Generalizing Flow-Based Generative Models with minibatch optimal transport, Preprint, Tong et al.\n", " \"\"\"\n", " return x1 - x0\n", "\n", "class torch_wrapper(torch.nn.Module):\n", " \"\"\"\n", " dx/dt for Neural ODE. x-pred: model outputs x1-hat; v = (x1_hat - x) / (1-t).\n", " Same as jit_toy_example (pred_type=x, loss_type=v) and train_cfm_jit CFMFlowWrapper.\n", " \"\"\"\n", "\n", " def __init__(self, model, t_eps: float = 1e-5):\n", " super().__init__()\n", " self.model = model\n", " self.t_eps = t_eps\n", "\n", " def forward(self, t, x, *args, **kwargs):\n", "\n", " x_pred = self.model(x, t)\n", " one_minus_t = (1.0 - t).clamp(min=self.t_eps)\n", " return (x_pred - x) / one_minus_t\n", "\n", "\n", "def get_gen_samples(model, x0, solver=\"dopri5\", n_steps=100, t_eps: float = 1e-5):\n", " node = NeuralODE(\n", " torch_wrapper(model, t_eps=t_eps),\n", " solver=solver,\n", " sensitivity=\"adjoint\",\n", " atol=1e-4,\n", " rtol=1e-4,\n", " )\n", " traj = node.trajectory(\n", " x0,\n", " t_span=torch.linspace(0, 1, n_steps),\n", " )\n", " return traj\n", "\n" ] }, { "cell_type": "code", "execution_count": 162, "id": "5b776236", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### Setting up\n", "config = {\n", " \"num_diffusion_steps\": 1000,\n", " \"dim_hids\": [256,256,256,256], # Updated (Oct 14th). Previosuly, [128, 128, 128]\n", " \"lr\": 1e-3,\n", " \"num_train_iters\": 15000, # Updated (Oct 14th), Previosuly, 5000\n", " \"device\": device,\n", " \"t_eps\": 1e-2,\n", "}\n", "\n", "D = 32\n", "d = 2\n", "P = get_orthogonal_projection_matrix(D, d, device=device) # [D, d]\n", "\n", "net = SimpleNet(\n", " dim_in=D,\n", " dim_out=D,\n", " dim_hids=config['dim_hids'],\n", " num_timesteps=config['num_diffusion_steps']\n", ").to(device)\n", "\n", "batch_size = 1024\n", "train_dl = torch.utils.data.DataLoader(target_ds, batch_size=batch_size, drop_last=True)\n", "train_iter = get_data_iterator(train_dl)\n", "optimizer = torch.optim.Adam(net.parameters(), lr=config['lr'])\n", "\n", "losses = []\n", "for iter in range(config['num_train_iters']):\n", " net.train()\n", " x1 = next(train_iter).to(device)\n", " ## Project x1\n", " x1 = torch.einsum(\"Nd,Dd->ND\", x1, P).to(device)\n", "\n", " optimizer.zero_grad()\n", "\n", " x0 = torch.randn((batch_size, D)).to(device)\n", " t = torch.rand((x0.shape[0], 1), device=device)\n", " t = t.clamp(config[\"t_eps\"], 1.0 - config[\"t_eps\"])\n", "\n", " xt = sample_conditional_pt(x0, x1, t, sigma=0.0)\n", "\n", " x_pred = net(xt, t)\n", " v_pred = (x_pred - xt) / (1 - t)\n", " v_target = x1 - x0\n", " loss = torch.mean((v_pred - v_target) ** 2)\n", "\n", " \n", " loss.backward()\n", " optimizer.step()\n", " losses.append(loss.item())\n", "\n", " if iter % 199 == 0:\n", " with torch.no_grad():\n", " x0_test = torch.randn((batch_size, D)).to(device)\n", " with torch.no_grad():\n", " traj = get_gen_samples(\n", " net.eval(),\n", " x0_test,\n", " solver=\"euler\",\n", " n_steps=100,\n", " t_eps=config[\"t_eps\"],\n", " )\n", " x0_test = traj[-1]\n", " x0_recons = torch.einsum(\"ND,Dd->Nd\", x0_test, P).cpu().numpy()\n", " fig, ax = plt.subplots(1,1)\n", " ax.scatter(x0_recons[:,0], x0_recons[:,1])\n", " ax.set_title(f\"Samples at {iter}-iteration\")\n", " clear_output(wait=True)\n", " plt.show()\n", " img = figure2image(fig)\n", " \n", "\n" ] }, { "cell_type": "code", "execution_count": 163, "id": "f9d13c40", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 163, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x0_test = torch.randn((1024, D)).to(device)\n", "with torch.no_grad():\n", " traj = get_gen_samples(\n", " net,\n", " x0_test,\n", " solver=\"euler\",\n", " n_steps=100,\n", " t_eps=config[\"t_eps\"],\n", " )\n", "recons = torch.einsum(\"ND,Dd->Nd\",traj[-1],P).cpu().detach()\n", "plt.scatter(recons[:, 0], recons[:, 1])" ] }, { "cell_type": "markdown", "id": "c85ac566", "metadata": {}, "source": [ "#### Using EFM on the projected data" ] }, { "cell_type": "code", "execution_count": 67, "id": "c6539816", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 20/20 [00:00<00:00, 2509.53it/s]\n" ] } ], "source": [ "batch_size = 1024\n", "train_dl = torch.utils.data.DataLoader(target_ds, batch_size=batch_size, drop_last=True)\n", "train_iter = get_data_iterator(train_dl)\n", "data = next(train_iter)\n", "\n", "D = 128\n", "d = 2\n", "P = get_orthogonal_projection_matrix(D, d, device=device) # [D, d]\n", "\n", "\n", "n_steps = 20\n", "x1prime = torch.einsum(\"Nd,Dd->ND\", data.to(device), P).to(device)\n", "xt = torch.randn(x1prime.shape).to(device)\n", "\n", "trajectory = solve_ode_t(\n", " xt=xt, \n", " tstart=0.0, \n", " n_steps=n_steps, \n", " x1prime=x1prime,\n", " x1prime_batch=512\n", ")\n" ] }, { "cell_type": "code", "execution_count": 68, "id": "631aa3cb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "recons = torch.einsum(\"ND,Dd->Nd\",trajectory[-1],P).cpu()\n", "plt.scatter(recons[:, 0], recons[:, 1])" ] }, { "cell_type": "markdown", "id": "95b5f2fd", "metadata": {}, "source": [ "#### Hybrid model on projected data" ] }, { "cell_type": "code", "execution_count": 85, "id": "ec0eb1d8", "metadata": {}, "outputs": [], "source": [ "def solve_ode_t_new(xt, net_model, t_span, tau, tstart=0., n_steps=100, x1prime=None, x1prime_batch=None):\n", " device = xt.device\n", " n_t = len(t_span)\n", "\n", " traj = torch.zeros((n_steps+1,) + xt.shape).to(device)\n", " traj[0] = xt.clone()\n", "\n", " steps = 0\n", " \n", " for steps in range(n_t - 1): \n", " t = t_span[steps]\n", " dt = (t_span[steps + 1] - t_span[steps])\n", "\n", " if t < tau:\n", " ut = get_full_velocity_field_simple_mine(t, traj[steps], x1prime[:x1prime_batch, :])\n", " else:\n", " with torch.no_grad():\n", " x_pred = net_model(traj[steps], t)\n", " ut = (x_pred - traj[steps]) / (1 - t).clamp(min=1e-2)\n", " traj[steps + 1] = traj[steps] + dt * ut\n", "\n", " return traj" ] }, { "cell_type": "code", "execution_count": 164, "id": "25a2b052", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_steps = 100\n", "t_span = torch.linspace(0, 1, n_steps + 1, device=device)\n", "\n", "batch_size = 1024\n", "train_dl = torch.utils.data.DataLoader(target_ds, batch_size=batch_size, drop_last=True)\n", "train_iter = get_data_iterator(train_dl)\n", "data = next(train_iter)\n", "\n", "x1prime = torch.einsum(\"Nd,Dd->ND\", data.to(device), P).to(device)\n", "xt_base = torch.randn((1024, D)).to(device) # fixed noise for fair comparison\n", "\n", "tau_values = [0.0, 0.2, 0.4, 0.6, 0.8, 1.0]\n", "n_tau = len(tau_values)\n", "\n", "fig, axes = plt.subplots(1, n_tau, figsize=(4 * n_tau, 4), dpi=150)\n", "\n", "for i, tau in enumerate(tau_values):\n", " trajectory = solve_ode_t_new(\n", " xt=xt_base.clone(),\n", " net_model=net.eval(),\n", " t_span=t_span,\n", " tau=tau,\n", " x1prime=x1prime,\n", " x1prime_batch=32,\n", " n_steps=n_steps,\n", " )\n", " # Project final state back to 2D\n", " recons = torch.einsum(\"ND,Dd->Nd\", trajectory[-1], P).cpu().numpy()\n", " axes[i].scatter(recons[:, 0], recons[:, 1], s=5, alpha=0.6)\n", " axes[i].set_title(rf\"$\\tau$ = {tau:.1f}\", fontsize=14)\n", " axes[i].set_aspect(\"equal\", adjustable=\"box\")\n", " axes[i].axis(\"off\")\n", "\n", "plt.suptitle(r\"Generated samples for different $\\tau$ (hybrid ODE)\", fontsize=16)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "2bc793a7", "metadata": {}, "source": [ "#### Plotting random stuff - LLM's idea" ] }, { "cell_type": "code", "execution_count": 169, "id": "1807dfeb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sweeping 21 τ values …\n", " τ = 0.00 | W1 = 0.5204 | NND = 0.0140\n", " τ = 0.05 | W1 = 0.5104 | NND = 0.0138\n", " τ = 0.10 | W1 = 0.4991 | NND = 0.0137\n", " τ = 0.15 | W1 = 0.4822 | NND = 0.0135\n", " τ = 0.20 | W1 = 0.4623 | NND = 0.0133\n", " τ = 0.25 | W1 = 0.4440 | NND = 0.0129\n", " τ = 0.30 | W1 = 0.4176 | NND = 0.0124\n", " τ = 0.35 | W1 = 0.3999 | NND = 0.0121\n", " τ = 0.40 | W1 = 0.3780 | NND = 0.0118\n", " τ = 0.45 | W1 = 0.3623 | NND = 0.0116\n", " τ = 0.50 | W1 = 0.3471 | NND = 0.0111\n", " τ = 0.55 | W1 = 0.3360 | NND = 0.0106\n", " τ = 0.60 | W1 = 0.3253 | NND = 0.0102\n", " τ = 0.65 | W1 = 0.3145 | NND = 0.0093\n", " τ = 0.70 | W1 = 0.3045 | NND = 0.0089\n", " τ = 0.75 | W1 = 0.2949 | NND = 0.0078\n", " τ = 0.80 | W1 = 0.2853 | NND = 0.0071\n", " τ = 0.85 | W1 = 0.2746 | NND = 0.0067\n", " τ = 0.90 | W1 = 0.2611 | NND = 0.0062\n", " τ = 0.95 | W1 = 0.2413 | NND = 0.0049\n", " τ = 1.00 | W1 = 0.1805 | NND = 0.0002\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.stats import wasserstein_distance\n", "\n", "# ── config ──────────────────────────────────────────────────────────────────\n", "tau_sweep = np.arange(0.0, 1.05, 0.05) # 21 values: 0.00 … 1.00\n", "N_samples = 512\n", "n_steps = 100\n", "# ────────────────────────────────────────────────────────────────────────────\n", "\n", "t_span_vis = torch.linspace(0, 1, n_steps + 1, device=device)\n", "xt_base = torch.randn((N_samples, D), device=device)\n", "\n", "# ── true 1D reference (first intrinsic axis) ───────────────────────────────\n", "gt_1d = data.cpu().numpy()[:, 0] # shape (N_data,)\n", "\n", "w1_dist = [] # Wasserstein(generated ‖ true data)\n", "mean_nnd = [] # mean nearest-neighbour distance generated → training points\n", "\n", "print(f\"Sweeping {len(tau_sweep)} τ values …\")\n", "for tau in tau_sweep:\n", " traj = solve_ode_t_new(\n", " xt = xt_base.clone(),\n", " net_model = net.eval(),\n", " t_span = t_span_vis,\n", " tau = float(tau),\n", " x1prime = x1prime,\n", " x1prime_batch = 512,\n", " n_steps = n_steps,\n", " ) # (T, N_samples, D)\n", "\n", " gen_1d = torch.einsum(\"ND,Dd->Nd\", traj[-1].cpu(), P.cpu()).numpy()[:, 0]\n", "\n", " # ── W1 distance (1D EMD) ──────────────────────────────────────────────\n", " w1 = wasserstein_distance(gen_1d, gt_1d)\n", " w1_dist.append(w1)\n", "\n", " # ── mean nearest-neighbour distance (generated → training) ───────────\n", " diff = gen_1d[:, None] - gt_1d[None, :] # (N_gen, N_data)\n", " nnd = np.abs(diff).min(axis=1).mean()\n", " mean_nnd.append(nnd)\n", "\n", " print(f\" τ = {tau:.2f} | W1 = {w1:.4f} | NND = {nnd:.4f}\")\n", "\n", "# ── plot ─────────────────────────────────────────────────────────────────────\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4), dpi=150)\n", "\n", "# — Left: Wasserstein distance —\n", "axes[0].plot(tau_sweep, w1_dist, marker=\"o\", markersize=5,\n", " color=\"steelblue\", linewidth=2)\n", "axes[0].set_xlabel(r\"Switching time $\\tau$\", fontsize=13)\n", "axes[0].set_ylabel(r\"$W_1$ (generated $\\|$ true data)\", fontsize=13)\n", "axes[0].set_title(r\"$W_1$ distance — rises at memorisation onset\", fontsize=12)\n", "axes[0].grid(alpha=0.3)\n", "axes[0].set_xlim(0, 1)\n", "\n", "# — Right: mean NND (generated → training) —\n", "axes[1].plot(tau_sweep, mean_nnd, marker=\"o\", markersize=5,\n", " color=\"darkorange\", linewidth=2)\n", "axes[1].set_xlabel(r\"Switching time $\\tau$\", fontsize=13)\n", "axes[1].set_ylabel(\"Mean NND (gen → train)\", fontsize=13)\n", "axes[1].set_title(r\"NND — collapses to 0 at memorisation\", fontsize=12)\n", "axes[1].grid(alpha=0.3)\n", "axes[1].set_xlim(0, 1)\n", "\n", "plt.suptitle(\n", " r\"Metric collapse plot — generalization → memorization transition\",\n", " fontsize=14, y=1.02,\n", ")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 171, "id": "2e9a74c4", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ── Softmax Entropy Collapse — \"Why\" the closed-form field memorizes ────────────\n", "# For each ambient dimension D, we:\n", "# 1. Project the 2D training data into R^D via a fresh column-orthogonal P\n", "# 2. Sample N_batch trajectories: x_t = t·x1 + (1-t)·x0, x0 ~ N(0, I_D)\n", "# 3. At each t, compute softmax weights λ(x_t, t) over N_prime training targets\n", "# 4. Record Shannon entropy H = -Σ λ_i log λ_i, averaged over the batch\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import torch\n", "import torch.nn.functional as F\n", "\n", "# ── config ───────────────────────────────────────────────────────────────────\n", "D_values = [2, 128, 512, 1024, 2048] # ambient dimensions to compare\n", "t_vals = torch.linspace(0.01, 0.99, 60) # avoid 0/1 for σ_t stability\n", "N_batch = 64 # trajectories to average entropy over\n", "N_prime = 256 # number of training targets (x1prime); keep ≤ N_data\n", "sigmamin = 0.0\n", "# ─────────────────────────────────────────────────────────────────────────────\n", "\n", "# Fixed 2-D intrinsic data (assumed available as `data` tensor, shape (N, 2))\n", "data_2d = data.cpu().float() # (N_data, 2)\n", "N_data = data_2d.shape[0]\n", "\n", "# Subsample a fixed set of N_prime targets and N_batch trajectory start-points\n", "torch.manual_seed(0)\n", "idx_prime = torch.randperm(N_data)[:N_prime]\n", "idx_batch = torch.randperm(N_data)[:N_batch]\n", "\n", "x1_2d = data_2d[idx_batch] # (N_batch, 2) — each traj's true target\n", "x1prime_2d = data_2d[idx_prime] # (N_prime, 2) — softmax denominator set\n", "\n", "entropy_curves = {}\n", "\n", "for D in D_values:\n", " # Fresh column-orthogonal projection R^2 → R^D\n", " P_D = get_orthogonal_projection_matrix(D, d=2, device=\"cpu\") # (D, 2)\n", "\n", " # Embed into R^D\n", " x1_D = x1_2d @ P_D.T # (N_batch, D)\n", " x1prime_D = x1prime_2d @ P_D.T # (N_prime, D)\n", "\n", " # Fixed per-trajectory noise (same x0 for every t step → true interpolation path)\n", " x0 = torch.randn(N_batch, D) # (N_batch, D)\n", "\n", " entropies = []\n", " with torch.no_grad():\n", " for t_scalar in t_vals:\n", " t = t_scalar.item()\n", "\n", " # Linear interpolation path: x_t = t·x1 + (1-t)·x0\n", " xt = t * x1_D + (1.0 - t) * x0 # (N_batch, D)\n", "\n", " # Distances ||x_t_i - t·x1prime_j||² → (N_batch, N_prime)\n", " diff = xt[:, None, :] - t * x1prime_D[None, :, :] # (N_batch, N_prime, D)\n", " norm_sq = diff.pow(2).sum(dim=-1) # (N_batch, N_prime)\n", "\n", " sigma_t = 1.0 - (1.0 - sigmamin) * t\n", " log_w = -norm_sq / (2.0 * sigma_t ** 2)\n", " weights = F.softmax(log_w, dim=1) # (N_batch, N_prime)\n", "\n", " # Shannon entropy, averaged over the batch\n", " H = -(weights * (weights + 1e-12).log()).sum(dim=1).mean()\n", " entropies.append(H.item())\n", "\n", " entropy_curves[D] = np.array(entropies)\n", "\n", "# ── plot ─────────────────────────────────────────────────────────────────────\n", "fig, ax = plt.subplots(figsize=(9, 5), dpi=150)\n", "\n", "palette = plt.cm.plasma(np.linspace(0.1, 0.85, len(D_values)))\n", "t_np = t_vals.numpy()\n", "\n", "for D, color in zip(D_values, palette):\n", " ax.plot(t_np, entropy_curves[D], linewidth=2.2, color=color, label=f\"$D = {D}$\")\n", "\n", "# Reference lines\n", "ax.axhline(np.log(N_prime), color=\"black\", linestyle=\"--\", linewidth=1.2,\n", " alpha=0.6, label=rf\"$\\log N = {np.log(N_prime):.2f}$ (max entropy)\")\n", "ax.axhline(0.0, color=\"black\", linestyle=\":\", linewidth=1.0, alpha=0.4)\n", "\n", "ax.set_xlabel(\"Integration time $t$\", fontsize=13)\n", "ax.set_ylabel(r\"Mean entropy $H = -\\sum_i \\lambda_i \\log \\lambda_i$\", fontsize=13)\n", "ax.set_title(\n", " r\"Softmax entropy collapse — high $D$ collapses softmax to a one-hot earlier\",\n", " fontsize=12,\n", ")\n", "ax.set_xlim(0, 1)\n", "ax.set_ylim(bottom=-0.1)\n", "ax.legend(fontsize=11, loc=\"upper right\")\n", "ax.grid(alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.13" } }, "nbformat": 4, "nbformat_minor": 5 }